{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "445e1e48",
   "metadata": {},
   "source": [
    "## Matplotlib-3D图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1088cf7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.rcParams['font.sans-serif'] = 'SimHei'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "519753bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 3D\n",
    "from mpl_toolkits.mplot3d.axes3d import Axes3D"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc9e103a",
   "metadata": {},
   "source": [
    "#### 三维线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "3f5e8e11",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<mpl_toolkits.mplot3d.art3d.Line3D at 0x23cf946a220>]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 仿灯笼在讲MATLAB plot3时给出的例子。\n",
    "fig = plt.figure(figsize=(5, 3))\n",
    "\n",
    "theta = np.linspace(0, 6 * np.pi, 300)\n",
    "x = np.cos(theta)\n",
    "y = np.sin(theta)\n",
    "#z = np.linspace(0, 300, 300)\n",
    "z = np.arange(0, 300) # 试一下np.arange(0, 301)\n",
    "\n",
    "# \"plot3\"\n",
    "axes3d = Axes3D(fig, auto_add_to_figure=False)\n",
    "fig.add_axes(axes3d)\n",
    "axes3d.plot(x, y, z)#线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "75cd90d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<mpl_toolkits.mplot3d.art3d.Line3D at 0x23cf70b58e0>]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 3))\n",
    "\n",
    "x = np.linspace(0, 100, 400)\n",
    "y = np.sin(x)\n",
    "z = np.cos(x)\n",
    "\n",
    "# \"plot3\"\n",
    "axes3d = Axes3D(fig, auto_add_to_figure=False)\n",
    "fig.add_axes(axes3d)\n",
    "axes3d.plot(x, y, z)# 线"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8fd12647",
   "metadata": {},
   "source": [
    "#### 三维散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "00aedafa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x23cf8d015e0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 3))\n",
    "\n",
    "x = np.random.rand(50)\n",
    "y = np.random.rand(50)\n",
    "z = np.random.rand(50)\n",
    "\n",
    "# \"plot3\"\n",
    "axes3d = Axes3D(fig, auto_add_to_figure=False)\n",
    "fig.add_axes(axes3d)\n",
    "# 散点\n",
    "axes3d.scatter(x, y, z)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e60e8f04",
   "metadata": {},
   "source": [
    "#### 三维柱图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "f2b438ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'z')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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3t7fj2rVrcDqd4Hkew8PDSKVSWSl1lboBVhrbOeY0xsbwz0P/jInwBCiKQl1NHY43HIcgCIhGo8pNMhwOY2VlRfmsfT5fRRwlMrZjRd3W1rahx7NTcNsTde6IrEp2EgKlEevKygp6e3vh9/sVqWM92yuEzOYZ+d9jsRi6u7tBURQuXrxY1kVOkiRcLpcy4is1P4QVxoSVkDTGCUCWNc1ms21L4q40yl3sW0os4YnrT2AluaL8jCak84IkSbjdbrjdbsTjcWXCTSAQwM2bN3Hjxg1YrVaFtMt1lGS+h+2kURsNL2u4bYlaqw280r5nPcSfKXUcPHgQTU1Nmhd1JaUPed8AsLCwgL6+PjQ2NuLAgQPrirOUQU1dhqfnn2F506exq3mP4ikOBAJYXFzEyMgILBaLQtp+vx8mk2nd760cbPRiXDkV9WhoFE8NPYUEl8j6OUXmE5koiln+bCA7o2RiYkJZfJM/b4/Ho9s9JEuDm1FRlyJ9GIuJEm5Loi7kja50RV1s0S6VSqG3txeJRALnzp2D2+0uuL1KV9Q8z2N0dBTT09M4duxYRSbRiDwLU/dToCd+kv6BqOxTrgBbW1vB87wyhUUOO3K5XFlEslP07WIolaivLFzBM+PPgBfziwaSyCcyNRIt5CgZGhpCKpUqmlGSuX0A2076MCpqCbcdURfzRle6oi5ErLLU4fP5cOLECV3VTaXS+OT33dnZmTemaz0wcVHU9P4baGZh7Yei+vFSFJU1PiuVSimt14ODg1mZGRs9hWW7aNSiKOK/pv4LL8y9oPk3svSRCT3Sip6MEq/XqxC37CiRtw9sP6I2KmoJtw1RZ3qjC7WBV7qiVtueKIoYHx/H+Pg4Dhw4gN27d5fUkl4JwlpdXQUAWCwWnD59uiLxleTyEPYM/SPMJANYSw/at1gsqK+vR319vZKZEQgEEAgEMDk5CZ7nMTExgUQiUbHW682CHmmF4Rn828i/oT/QX/DvtKSPUkk0N6MkFospxD05OQmCIBTSlivXjZaH9GrU8vGWG6Fwu+G2IGq1EVlaxLjRFXWpUkcu1ltRy12Gw8PDAIBDhw7pruQLgRr9AUz930CKiwHmbJ2ZEEWUemvJzMzYvXs3BEHAyy+/DKvVqoT522y2LIfDem4226Gi/trI1zAQGCi6LYrIJ7L1diYSBAGn0wmn06l83pFIBMFgEEtLSxgZGQEA3LhxQyHvSt8o5fPaWEwsHTuaqAuNyNICRVEVy+YAsok6EAigp6enJKlDbXvlVtQcx6Gvrw+rq6s4c+YMXnvttbK2k73RFExd/wR69tW1n+Ud3vqfAGRHTkNDA3w+HziOU6q/sbExJBIJZcq4bAMspfrbDg0vISaka1taRF3JapckSXg8Hng8HrS2tiIcDqOzsxMWi0VxlMg3Svmf9S4EZxZSemBIH2vYsUSdu2Cot8OQoihlvH0lIFfoY2NjZUkduSi3oo5EIuju7obVasWlS5dgNpvXXZ0T0QWYX/s7kOHZIn9ZeRKkaRo1NTWoqakBILXaBwIBBINB9PX1ZbW5640W3eqKmhf0PcmpEfVmtJDLOTPAmqMkEAhgYmIC/f39cDqdWVbAUheCSyFqQRAQj8cNok5jRxJ1rje61LS7Skofcl7I7OxsWVJHLsqpqOfm5jAwMICWlhbs27evrC7HvEXX+R6YO/4RBBvP/cP8F29CW7nVasWuXbsUvVVuBJHb3E0mU5ZMYrFYcg5x6ytqNYeHGtQ06s0YnptJoFqOkkAgkOco0fuEIy8k6nkfsVgMAAyNOo0dRdSljMjSQiUXEwOBALq7uwEA586dq4imV4o9TxAE3LhxA3Nzc7jjjjtQW1ub9ftyo07JlWFYXvksdFfKGq6PjUJmm3tLSwt4nleiRWemp3Cjvwc211q17fV6lddtFCpJ1Gquj80Y9VWoQtZylMjNN4IgZHWoOp3OvM+j1EAmAIZGncaOIer15kbLqERFnenq2Lt3L4aGhip2EemVKxKJBLq7uyGKIi5evKia21t28wwbhxZJE5q/2TpQFCWRssuKQ/PPIH7nQwgIjqzqj6ZpJcY105ZWKeghakHnDW0zNOr1br8UR4ncoVpqs4vZbF5Xp+XthB1B1OWMyNLCeivqzFjQs2fPwuVyYWhoqKIDbouR6/LyMnp6elBXV4dDhw5pVillE7VKw0UWcre5yRW1GojILZhf/SzI6AJMx96FWnctamtrIYoiEokEBgYGwDCM8gSUKZOsN5xenqBdsYqaLM9HvR6sJ4u6mKNkdHQUJpMJdrsdgiAglUrlSVO5iEajxhiuDGxrol7PiCwtUBRVdkUdDAbR3d0Nr9eLixcvwmQyKURYybmJWtvKrOT1zFIsvx291M94a2tscqEX5qtfzNDT146fIAjY7XbYbDYlETAcDiMYDGJhYQHDw8NKhoZM3OW6GyqmUW/BYmIlK/ZcR4ksTc3OzoLjOLz00kuw2+0FHSWxWMyY7pKBjV1GXgcEQcDKygoWFqQOuEqQtLydUolaJsiOjg7s2bMHd955p3JiyfkhG11RsyyLzs5OZdFSz8DbDauoc7GFPE2PPAvzK5/NXvQskKNCEIRCICdPnsRdd92FAwcOgKIoTExM4MUXX8TVq1cxNjaGQCCg63vNzDYvBL1ErbeFvJLI3X4q/eRRCcjSVHV1NTweD+6++260t7eDIIisz3x0dBQrKyvgOE6x5lW6ov6Xf/kXNDc3w+l04p577sHk5CQAoL+/H2fOnIHP58Ojjz667XLXtx1Ry1U0wzBYXFzE7OxsxUgaKF36YBgGnZ2dmJmZwdmzZ9HS0qLall5Jos7dVigUwssvvwwAuHjxom5niSpRiyLIoe8Ve2GJv9uCk5pnYbr2ZZj6vwFCh/SideHRNI2qqirs27cP586dw6VLl7B7926kUikMDg7iZz/7Gbq7uzE9PY1IJKK6HflnldKo1aSPjW7YkRf6RFFE9OmnkfjxTzZsH7L1cv/+/VmfOcuyGBoawq/8yq/gT//0T8FxHC5fvgyGYSqy/7GxMfzxH/8xvv3tb2NwcBAtLS143/veh1Qqhfvvvx+nTp1CR0cHBgcH8eSTT1Zkn5XCtiJquQ2cYRglLazSE75LqaiDwSBefvllkCSJixcvamZYV9JJkkuus7OzuHLlCpqamnDy5MmSHsvzSJ+JgXrp0yAHni5yEIVPi/x+l03WqJMhWC4/Bnr6svrvNY5fD9HJbe6HDx/GpUuXcObMGVRVVSEYDKKzsxOXL1/GwMAA5ubmFD++XqIu10e9Gcl2PM+DFAREnvxnJC+/BJgqr4pq6eDyZ37o0CFcvHgRn/vc53Du3DnEYjH86q/+Kvx+P/72b/923fvv6urC+fPncfLkSTQ3N+Phhx/G8PAwnn32WYRCIXzmM59Be3s7PvWpT+GJJ55Y9/4qiW2jUeeOyCJJckOIWm8s6eTkJEZHR7Fv3z7VKjoTlQpSAtbIled5DA4OYnFxESdOnChr0kUW6a9Og37l/wOiC4CKTzf7hdqEsNFLO8UeOYnVKVhe/f9AJAIV3a7qvlTa3OVpN/KEcZvNptzAeZ4v2I1arutD741gPRDicVi/9W0wIal7kjBV3m2hN5Dp0KFDOHLkCObn5/Hf//3f6O/vr0hWzeHDh/GTn/wEXV1d2LNnD/7hH/4Bv/RLv4Senh6cP39e0cSPHz+OwcHBde+vkthyoi7kjV7Pwp8W5Ipa61GSYRj09fUhGo3izJkzige3ECpdUbMsi1dffRUUReHSpUtl+7NloiamXgJ17QmATz9CFj3W7en6oGavwNT5ZRB8kUfhdVTUhUCSJLxeL7xeL/bs2QOWZbG6uoqlpSUAwMsvv6zZBCKIAvQmouQ2vMhEvVEVNb+6CvJfvwosLwEOqROQ2IDc8HKS8wiCwLFjxyqy/8OHD+Ohhx7CyZMnAQBtbW147bXX8Nhjj2VNkiEIAhRFIRgMKtnfW40tJepi3uiNIGr5RFEj6mAwiJ6eHrjdbsXVoQeV1KhjsRgCgQCam5vXFfAPACQE2K9/E9TCKzm/ESWyzXj/sgXSarVCLHUxcRM0anJpEOarn9f3xyqEvBGLQyaTCTU1NXC5XJifn8f58+fzmkCUSFGvvg47AkReRb2REaTc/DzC//g4iOVlZD0vbYD0IQiC7so4Go1WvH381VdfxXe/+1289tprOHz4MP7f//t/eMtb3oJf+IVfyLMLWq1WxONxg6j1eKM3kqgz9bJSpY5cVIKoRVHEyMgIbt68CYfDgUOHDq1re0isYs/kV2FDAFDzrIoCkCaEZDKJrq4uhEIhOBwONJjjaGMYmEwmfZ/DJlTUBBMr5a/Vf7pB0oF8089tApHb3JeXl3Fj9AYCsQBMJhPMZjNMJpMq8Wo5Pjbi+NnRMYS/8hWIiYT0HjKOZ6Mqar0NLPF4vOL2vG984xt45zvfibNnzwIA/uIv/gJf/OIX8dBDD6G/Pzt6NhKJbKtmm00n6lK80RslfQDSSWMymRSpIxKJ6JY61La5HqKWo1GTySTa29uxsrJS/EUFQCwPg3rlc3DEZyHaNXKjRR6A9HjX1dWF6upqHD58GJFIBLHZfkRjUQiCCBNNK8RC0fTGi9QVweZU1Jnbzj2Hc9vcI6kIvvfq98AyLBKJBCKRCGiahslkUv4hCEIzi1reZqWQ6ulF5F//FUhn1YgQQWZsnqC3XvqQ29UrBTmRUUYkEkEsFgNN03j11bV0yMnJSaWLdbtgU4m61DZwiqKU0KNKQd6nIAhYXV1Fd3e3InWUewddD1HLTTRyNOrS0pKieZZ1LCM/ANn7VUDgJbrS4CdR4DE9K+VWHzhwAI2NjWBZVhpGa9kHy5QfQtomybIs4vG44kMmKTLbhbAZntMS9iFqSB8bXVEXAkESMJvMMKcX6eTFc5Zl0zdFASbaBLfVjXA4nDd9pZIW1cTly4g9862sz1QUJdlFOV5z5Ym61KyPSksfly5dwm//9m/jb//2b1FXV4cvf/nLqKurw4c//GH85V/+JZ566im8973vxWOPPYZ77rlnW42J2zSiLjYiSw3yIl2lLzKCIDA9PY2ZmRns3bsXra2t69p+OUQtiiKmp6cxPDycJbeU7SDhGVDXngAx9ZKenWOgrxdLoThOnz4Nn8+XvU9CumQpilIe52XrZCwWA8fxCAQCSkUYC63C4d34wajbFeVEnJIkCYvFomijPM+DYRkInJDX5m6xWCp2/qeudSL29DNqbyJ7H9tkMbGS+PVf/3UMDQ3hs5/9LG7duoWjR4/imWeegclkwuOPP453vetdePTRR8HzPF54QXtU2lZgU4m61DbwTD25EvYcAIrkMjc3V7bUkYtSiZrjOPT39yMYDCpEmbmtch7TqcufAbGYM+KJyH/kF9LtvIl4DBcuXNRwlOQTLkEQyiM6DRF2mx0My4JlGIyOjiI8Hc2aNm6z2bYup2EbVtTFuhIpioKNssFj9uANJ9+gTHNfWFhAKBSCKIq4cePGutvc+ZVl9fcAMUsx2g6uj0on5xEEgU984hP4xCc+kfe7Bx54ACMjI+jo6MDFixeVHPTtgk0japnMSrlYZHKuFFHLUgdBEDh69GhFSBoorYkmGo2iq6sLFosFFy9ezFttLreiJpKr+T/L0WpZhkEoHIbVYsGpUydBatn+dHxHJEnCarHAarHg5Ik7EbE2YmVlRRnrJOdnVFVVrXuMloRSbl6be4OodCBTZlZGW1sbAoEA+vv7lTb3/v7+rGk3haaL5x2rlpSYK31skEZdSnreZmdRNzY2orGxcVP3qRebRtR6J7CovaYSsaRTU1MYGRnB3r17MTMzU9HqSm9FfevWLfT396O5uRn79u1TX/Uvs6IWSUqVnkQASCfIyY+TVpsNXCHiK5qel/PnEJX0NDkfWp4OIo/RcrvdWWO0NrTa3oYV9XoiTgmCAE3T2LdvHwBp8VmedjMwMKBMF5c/34Kpcxpj6PLewwZ1Jm5lRb2TseUNL4UgG8/XQ9Qsy6Kvrw/hcFiRGW7dulXRSeTFiFoQBAwNDeHmzZs4fvx4wdXsshcm1ciVIABRRDgSAcsw8Hq9oOVH2kLEUbKPOhsURaGqqkrJ0JDHaAUCAczMzACAQir6p42vv6LeKKLW86S4nukuucl5FosFDQ0NaGhoyMqClsdmURSVJUNlPrWJWkQNZEsfG2BNK2UCeTweN6a7ZGBTK+pysB6iDoVC6O7uhtPpzHJ1bPQk8kwkk0l0d3eD53lcuHChaJVQduKdWlt4+oSnKAo+vz+7gi+XqNPkn72fwjeW3DFacht25rRxv98PnucrcwPdpIaXzG1vZMRpoRuBWha0PO3m5s2buH79Oux2u0LaJq2AI1HcFOnDqKjLw7auqIHyiDrTUaHm6qhkyzcgEbWajXBlZQU9PT2orq7GkSNHdJ2k5VfU2dtmUikw6aYVr9ebT14FyLVYZ+J6hpDLMaOy/iq3Ya+srChPP5mP8WVFXW5QC7kWttMYLpIklW7IzDb3QCCAkZERWIeH4Q6FpIVhsxk0TYFAujjYQOmj1GApYwJ5Nm47omZZFv39/QiFQnmOChkbXVGLooiJiQmMjY3h4MGDaGpq0k0SZdvz5Io6XUXH43HQJhPMFrPGQNryblTq76L8alVuw66pqUEgEEBbWxt4XrL/TU5OKlnGjewKateRILflFfU6JpCvZ7pL5ucLAIH+fsQXF8EyLJLhMERRhMlsShMpD5kSKu36kK83PcUKz/NIJpMGUWdgR0gfepteZKnD4XAUbGDZiIpa3l6mJn727FnNaNRC2yo37F8UBUTCEbAcC6/Pi0Q8oc2hKkStfEfF0vVUMq4rAYIgFLdIU1OT8hgfCASweHMRdCAAiqZhTrdh0zStcV5tTQt5IeheTNSYQF4pjzoNAlaLFVaLtC7AcRxYlgXDMIhEooiRMZhNZrChEKoYpmJt1PL1oYeoo9EoABhEnYHboqLOlDra29vR1tZWtOOxkhW1TPzhcBjd3d2w2+1ldzqWW1EznIhYcBUUScLv86dzGxLaL9Co8CTSKZUUNibrI/MxnjIvgA77Fe+2HOIve7vNZjNIKu182YYa9XpcH5UcwyVy2YuJNE2DpmnE4jH4vF7wggCWZTC3tITrly/D6XQq3m2v11t2tx7P87qdX/IEcoOo17DtibpYJrUsdayurmpKHbnYCOkjHo/jtddeQ1tbmzJmSA8EQcS3em7hFw/UwGtfC+opxU62uLiI+OwsGsxmaQFGfh1RQJRQIQ5ln+t0fWwI0mQle7dFAHxGNRiLx0Gm27RXlpbhq67LawrZERr1Bg+2VXN9KFkiJAEzZYLZZELjqVMQqqsVN8mNGzfAsiw8Ho/iKCllmrvsodZL1FartWJNbrcDdoT0oUWqmVLHpUuXdFewlZQ+eJ7HrVu3EI1GcerUqZIC/iNJDl++PImhhSjeuE96nZJfrMPKJIoiRkdHMTk5iUt1DXCEQ1m/J6Di0JB/JwoFlOUSR3FtwRRyAmvVoNziLmdnTE5OYuDGSJZ3u5JSVy4qSdRq6XkVHWyrIiPK50GW6yP9lFJXV4e6ujplmrtss5yamsp64pG7UbVQjuPDmEC+hm1/y1IjalEUMTMzg6GhIezZswd79uwpOZa0EnPY4vE4uru7wbIs3G53SSQ9vhzDl16cRDAuVThcTpRlsUd1lmXR29uLWCyG8+fPwzUwBITz/66UilpBkc8y3/Wx9YNACYKA2WyG2WzG2bPnkGT5LO82x3GYmpoCwzAleLf1YaOlj0pq1CKrst4jf3+Zb0HlacRut8NutyvrB3Kb+/z8PIaHh2G1WhWZJLfNvRSijkajxgTyHGwqUZfjEc4l6sycjFOnTpUVRViJinppaQm9vb1oaGiA1+vF1NSU7te+MLKMb3bcBC+sfRackD3Fo9DxRaNRdHZ2wuFw4MKFC9IFobYAqOZ5llGmj7rSro8NAUHkebdffvll2Gy2PO+2TCzrSUrbSh91yVCtqEVI9XR2RV0IuW3uHMcpNkC5zT1z2g3HcWVNdzEgYUdU1KlUCgCUxTqbzaaak1HKNsvVqDPlhiNHjmDXrl1YXFzURfwMJ+BrV2fx6nj+vD+ZtDOjLdUwPz+Pvr4+tLa2Yu/evWsns1rrMQpV1AXef9EW8o1xfVQO+dnQFEWhvr5eIQ1Zex0eHkYqlVqXd1uPNLHeCeSVq6hVOhPF/BswUaI+TNM0qqurladKuc09EAhgYGAALMuCoihMT08XbXM3ml3ysSOImmVZTE9Ply115KLcphKGYdDT04NEIiHJDekWVz3bW46m8MWfTWI2qO7E4HKIOvfJQ54AMz09rdqGrpX1oYkc4sj6PEtdTNxmedTFXB80TWd5i+PxuEIqmd5t+Z9iax96KmpO1Gcx3XDpg1NfTMw7/nXa8nLb3CcmJrCwsIBAIIDx8XHQNK3Z5r7RRP3xj38cAwMD+O53vwsA6O/vx8MPP4zR0VE88sgj+Ku/+qttV81ve+kDkFLvVldXy5Y6clFORS0n73k8Hly8eDFrRbqYi6R/Lox/enkKsZT233D8GlHnEj/DMOjt7VVuEKq2JY2sD1Grkivkoy6RqIntJn2U6KPO1V5l7/bMzAwGBwcVi1pVVZVqUt1maNQbLn1kbp6mKp7/bjKZ4HA4cPz48azPWG5zdzgc8Pl8mJ+fRzAY3DCi7u/vx+c//3l0dXUBkCr/+++/H29605vw9a9/HR/+8Ifx5JNP4uGHH96Q/ZeLbV1Rh8NhTE5OQhAE3HXXXWVLHbkoxZ6XuXCpNWRAq0lFFEX8d/8Cvts3X1TGzdSrM29o4XAYXV1dcLlcuHDhgrZlSeWRudCEl+KTyDWEE9WIvm1G1CX6qCfCEyAJEi2uliwnQ3t7OxiGyXqE53k+Syax2+2V7UzUCGWq1LQRtcXEvOkupsoHMmUuJmZ+xoC0MB4MBhEMBvG///f/xvDwMKqqqvDnf/7n+KVf+iWcPn26IlY9URTxgQ98AP/rf/0vtLe3AwCeffZZhEIhfOYzn4HdbsenPvUpfOhDH9p2RL0NDbNrDSyvvfaacjFUiqQB/YuJHMeht7cXY2NjOHXqlGYjjZr0EWd4/MMLE/hub3GSBtakj8ztzc3N4bXXXkNTUxNOnDhR+GRVqcQKokiFp5X3kZtxnf7r0va9odAmTLXvrmupC48PPo4kl1R9jdlsRn19PQ4fPoxLly7h1KlT8Pl8WF5extWrV/HKK69gYWEBqVQKrEYyHbA9KmqR59Vv0Dk5H8QGTSDXkm9MJhNqa2tx4MABvPrqq3j/+9+P9vZ29Pb24i1veQueeuqpihzDl770JXR3d6OtrQ3f+973wLIsenp6cP78ecVlcvz4cQwODlZkf5XEpksfxcBxHAYGBhAIBHDy5EklIrSS0CN9xGIxdHV1wWQy4cKFCwXtXGoV+tWpIPpvqvjlNJBZUQPAxMQElpaWcOedd+qbNqFCrAWlJhXiyLqYiELdMnkb0/uH68D69qFW9f5w5of4wcwPAOg7NzOT6pqbm5Xc7YmJCcRiMVy+fFkJ9K+qqoLL5VobpryOUKaKadQaUQwixOyHkA1oNCnFnicIAk6ePIm/+7u/A8/zFWlOi0aj+JM/+RPs27cPs7Oz+Jd/+Rd88pOfxMWLF9HW1qb8nbzwHAwGdTXPbRa2lfQRiUTQ1dWV5eoIBAIbMom8UEU9Pz+P/v5+NDU1Yf/+/UUvEnl7mWRgIkurgOSKmmEYhQD0xKKuHUSpFfXaZyqKIsbGxjA2NgaHw4Gqqirs53iYCPVHejGXNLfRYqLWk0DmDYsTODw9/jQ6FjuUn6k1mhSDnLsdCoXgcDiUaSyBQACzs7MA1uYeJlIF2vkzt7mBLeSaWdSbJH3oHR8Wi8WUSSsURVVE9nnmmWcQi8Xwk5/8BH6/H3/0R3+EY8eO4Stf+UqezGG1WhGPxw2izoUoipidncWNGzfyWrArnctRaJuCIGB4eBizs7M4evQo6uvrdW1Pre2bpkq7sLj0AktXVxcIgsChQ4dKW1BR0aiB4g0vHMehr68PoVAId955p2KrCoXCIAVGydEwmU1r+mnuRregM1ETBZsqCSS4BP556J8xFhrLeVn50oL8ved6t7MaQpaGEeSDMJlNMJvMMJlMqjdBrVCmikgfmmO4sm/IGzUvUW+T0UZEnM7OzuLcuXOKGYGmaRw/fhyTk5NYWlrK+ttIJFKxMKpMJJPJvO7Nn/u5n8NPf/rToq/dculDljpWVlZw8uRJVFVVZf1+I4haraJOJpPo6ekBy7KlVbJYSwTLfESlS6yo5xeWEBmdLn9UWEZFuJbZUbjhJR6Po6urCzRN48KFC8qv6uvrgaFq8MkISIFDMpVCNBoFRVEgKRKCKG7oaKv1QaMlRxQRTAXxzbFvYjGxmPf7cirqzG3nfhYEQcDtdsPtdqO1tRVz43OYnJ4EwzCIxqIQBAEmOn0TNJmU9YcNDWUqIH1kdyVujEattzKOx+MVJ+rdu3cjkch+qpmamsKnP/1p/O3f/q3ys8nJSaRSqYq4y3JhtVoRDAYBSDeju+++G+94xzt0vXZLFxMjkQheeeUVpFIpXLp0KY+kgTWirmT6We42A4GA0rl2/vz5kq1Bat2ENKWPxESIiEQjmJ6ZwYkTJ9DW1gaKokp/v4TkPJkNJhBnpBtboSOIhFbxyiuvwOfz4cyZM1kVxI35KG4sxCGAhN1uh9fjyXA4SGFIgUAA4XAYiWQCqZT6QtyWQOPmscQt4UsjX1IlaaAyFXXBwyKlFnen0wm/zw+f1wezxQyWZRWrWiQSQSgYyos32PiKenOkD703m2g0WnF73r333ovr16/ji1/8ImZnZ/G5z30O3d3d+OVf/mWEQiFlwfKxxx7DPffcUzGXTS68Xi+8Xi8+/vGP4/Tp0/jgBz+o63VbIn2Ioqj4J/M67HKQWa1W6sNTFnh4HjMzMxgdHcWBAwewe/fusi4INaI26TgpeUFAOBSCCBH7DhxUurrKiTqNsQQWl2KIMzy8tsKProlEAsPDQ9h/9iHs3r0bwJqG+/zwCr7Vs4D359wnSJKEJZ1alwTgdDjAsCyYFIOhwUHEVhzKItp64jC1offGlf/99a704tnYs3BSTk3nzHqIsJyGF4qiYKNssFmlQCmO48CwDALLAVy+tRYvKo8oq0hFXWCwbda8xA2SPkqpqCs9L9Hv9+P73/8+PvrRj+IjH/kI6uvr8fWvfx179+7F448/jne961149NFHwfM8XnjhhYruOxePP/44XnvtNVy7dk33azadqDmOw+DgIJaXl3HixImiQUbyl1tKVkAxyNvp6elBJBLBmTNnpHFVZULO2c0kV6qI9MGwLMLhEMwmM1wuF+iMKqbU4QHjyzFc7rqFM+lKWlnsI4jshT9RRDQaRSqVwv472uFMkzQAcLyAr169iVcmVtMOagJigZxpObkONhuOHT2KJXc7VlZWlDhMr9erDLi12WzFiZBNwBMZAXBA4w90fh45+/npzZ/iv6f+u6jrYr3Sx3payOWGEJPJhCP7j+CQ+5DS4j44OAiGYTA9PQ2WZZUnm3JuLFoVteT6yNjeFk8g34iKGgDOnz+Pl156Ke/nDzzwAEZGRtDR0YGLFy/qc1mVie7ubnz84x/H888/X9LNaFOJOhqN4urVq7BYLLh48aKuxYXM6rdSiMfjACTyLzfgPxe5unch6SORSEgno9MpkRiyfdSlVNQvja3g367O4hCTT2SZDS+CXL2LInw+H0SnU6G+cILFF382gZHFqPJaEaRqHojau6IoUmnJlidIr6ysYHl5GaOjo7BYLAppqwUgEbElmF/5LJxx7ZhM/Vg7wh/N/gjPTT+n61WV1qhzUcoU8tx40VdffRVOpxMrKysYGxuDyWRSnl4yU+pEUUT8u9+F461vVT9OLZ93nvRR+Yq61Ankmz00oLGxUXGabBTC4TAeeugh/PEf/zFaWlqwuroKALqKxE2vqBsaGkoK1pd9jZUi6rm5OQwMDAAAjh49WrHV3VyiVrPniRARiUTBpFLweD0wZ1TRfE7DS7GKmhdEfPPaTbwwvAwAEJC5mJi5T4DjJB3URJvgdrsBgoAg8hABzATi+PwLEwjE2axeRLFQY3iBKeQEQcDhcMDhcCheY7k6HBkZQTKZVKptv98PV3IOlit/ByIVAYi92m9Y7xNGBuHeit3K/lWBc26jNWq9DS9kzrKRHClQV1eHqqoqxbopp9QNDAxI3m2vF64XXgBxY0iTqKEWcSoff8YTgTGBfGPQ2dmJsbExfOxjH8PHPvYx5ecsyxbtvNxUona5XNi7t8DFqIFiU170QBAEXL9+HfPz87jzzjvR09OzYXMTgXx7Hi/wCIWkBhif35dnw1LrTNRCJMnh8RcnsypgIcMtoHAaAYiCgNXgqpJnoUgDooCOqVU89eo0GE6l+aUk4tImUYqislLV5ACklZUVhHq+hz1LPwRnomAymSBaKuvHzvN7F8BGa9R6W8i1JrzIT5ayd1teeE+lUlhZWEDsqX9BcGQEgtmMW319ir6daQcrJH1knq2EeWOIupQJ5JXWqLcD3vjGN5Ztithye54erLeiTiQS6O7uhiiKuHDhAux2+4ZPIs+05zEsg3AoDLPFApdGhCbHZ1elWkQ9E4jj8z+bQDCW/Rgr5Bp4RBGpZAo8z8Pj8cCc2YIvinh1YgVfWZrUfD8iQervYynh5LPYLGhqbERr+FXQ7GtgHTawLIt4PA6WZDEyMqJUj2VlEpd5juVWsqVAj0a9UXnUJp6H/VvfhnllBfD7wdusSLhcWFhYwPDwcFbutk3LnSPmXJtbuJgoj1a7HYl6PdgWDS/FsB6ilgP+6+vrcfDgQeVk2YhJ5JnHSFOSdJBIxBGLSgb+gqOKdEgfVyeDeOrVabB8/u8ErF0Egig1z8gLsJkkLQgiZoJx9IQCQIEhGqJWRb2OyjOQDOB7E/+JRyJxUDevAhlTWRwOBxYgRV+Gw2FMTU0pcaNVVVWo0zmJPus9ZHyGxarr7aRRq21f7UbAr64i/I+Pg5+fV35mstlQ19qK1tbWrNztkZERkL29qA6FlKYb+XE7dzGx0hq13LVbygTy21H6WA9uW6KW26InJiZw+PDhvIWCSjfS5JIrCRGRcBgMy8Dj9cJc5OQvtpj4X33zUsCTBkQ5xzqtg3usFJwuJ2LRWNbfRVIcwgkOhLNIKFOBCjN/FFfxG95kZBJPDnwJrpURUIz6HYIgSFRXVyszDkOhEFZWVjA1NYXluQHsXV1Nd0lKJKNKjRmEK5QwHX27aNRaWR+52+cXFxH64j9CSDdQyMgM/M/N3Q4lEoh094BhGSTiCcVtwvM8RDrj/KuwRi2fy3qIWp5AbhB1Nm5L6UPOb47H4zh37hxuJUj8bGQZd+9bswKWOzxAC5kVdTweR9e1LvA8L7kcdORwFKuo++cihV8PCoIogGM5UFYzPB63apqb/A2QxdLzQKhWoarfYBHpo2upC9+88SSElRG4BBEgis/Dy43CFIYCoDpfBcMwUocZQcBsMsFkNsNsMqlLD6LGv6vtb7tU1DoGB7DT0wg//iWIsVje3xYKVDKn29ytVitESN5tlpGnuMeQSqVgMpsgJpMwl7D4VwzydaFHo47FYrDb7RvWcLJTsWMqak7no6+cl+F2u3HhwgX8ZCSAb3ffwi8frs3b5kZo1CsrK+ju7kZtXT28PkZ3pZabR517EynUki4CiKcYiaRpGjarTVOiIJT/L8xcAkhtcsshZq1tiaKIH8z8AD8aexrk6lR68nl5p5zJZIJZJhm5QYRhkEwkEI1EQNO0VGmTdoXY8m40RXJAysVGE3Wm9MEMDSPyT1+BmFIfzlxohFbmYiIBAibaBBNtAsMwsNqsIEBI05Tmb2HgxRezJrCU690GJKKW3SvFIBP19own2DpsOlFXYsCtGjKDndrb21Hf2IwnXplB90wIAMBy2fus9GIiQRBYXFzE8vIyDh06hKamJhC93br7NDJ1Z7WKWquBRg7/cScZ0CYTyMwml9yGF0AhK6KILCASJcxtUfk+WYHF10e+jt6FK6CCE3q3pAuZDSKAVHEyDKME0Pdcvgy/349wPJxVjRa6aa5H+tDT4q07jzrn6UvMyFVJdXUh8rWvAVyB87YQUWvZ8yA9UZjNZlgsFtTfcQf4gwexsrJS1LutB6V0Fd+u1rz1YsdU1IVIled5DAwMYHl5GSdPnkSCtOOx50awGEkpf8Pw2RdKJRcTOY5DLBYDz/M4e/YsPB4PAKkK5lQW/lTfQ5GKWi2ML9Py5/R4QYbSOrXM00DejaIU6UMV6tpH1n+FmTCevPEkZqIzm5KsR5Kk8kjvsHpx5513YmVlBeH5MAKJAGhKOs1ZloXZbFYf/lCm9MEvLgLx+IZV1PINm+vqRvLf/72ozFRwKK3KvMT0TvIWE3O98HIeSZZ3O11tu93ugtVyOV2JRkWdjR1P1LFYDN3d3aAoChcvXkT3rTi+dmUkzxvM5hB1pSpqecCAKIpoaWlRSBoAaJIEp3MfuRp1rtSTW1Gz6SYWuQUd3JqGXVCaTV8A2vWymP5tKZMQ1/5yLjaHr1z/CkJMSPerKwmCIJXUuoZEgxJyFI1EEYvFEI1G16JGM6JbyyFqdmIC4SeeAH7hFyq3mJjjo5Zv2Pz4mC4bZKGFQFGjEhfzJrxkbyNz2O/evXuzJoz39fVBEISsYcC57qZSPNRb0ZW4E7AjpA+appFKpfJ+vrCwgL6+PjQ2NqJ93z78R+c8fjayrLqNXOKuREW9tLSEnp4eNDU1IZVK5Z2MNEUA2tOZspDb8JInfWRcSMlkEpFIBA6HAza7XcnmkKH0u6jEnCoVNYpISRoatapEkCahwcAgvjryVTC8un4qbbfMphbd50zG5yCKIAkSFrMFUUTh9XoVmSSVSiEak6JbzSaz1BRUbddNKKn+fkSf+heILAsRRMUaXnJvGMo5yus8V8uoqMWc56di9rzcCeNy7rbs3bZarUrnqdfr3RY5HzsdO7KiFgQBIyMjmJ6exrFjx2B2+fGZH41jciWuuQ016aPciloURYyPj2N8fBxHjhzBrl270N/fn0f8pUx5KS59SBVuLBpFIpmE2+OBJaP9nc/wURciNf2LiYUWL3NbyIEXbr6A/5r6r6JEvNGzYMSMw1bT55UwKUjfo6xtDw8NY3RwFD6fLytMSg2Jl15G7JlnlPmDAlF8MXK90gehs6ggaG1CLJj1kXn8JdjzcnO3OY7D6uoqVlZWlMgAm80GnucRiUSKNjEZGrU6dhxRp1Ip9PT0gGEYXLhwATMREV9+dhixVGFXCFOhxUR54G0kEsG5c+ek7Ayo2/1KmfLCZbxWraImICIUWgXPC/D5fKBzKhQhc3BAxs/zpY/0PnQMt9VLqv++0oGXV1SsYpk7XDfKqKiLvIYgCFgsFlgsFlw4cwF8isfKygqWlpYwMjKiVIaZ0a2x//5vJH74o+wjI8kNI2ploZLX2fBTUPrQNzhgPS3kNE1nRQYkEgmMj48jEAigs7MTJElmySS5Q6s3YrrL7YAtkT5KhUzUwWAQ3d3d8Pv9OHHiBH44tILv6JzynatRl2L5kxGNRtHV1QWr1YoLFy5kBTqpEXWxqNNMFMr6iEajmJ6aBCB5i0nVOYYqoUyq0oesUZe5mCj9MgtXYhOAo1b9bwu/tPLImXST9asC74kkSdicNjidTrS0tGR19Q0NDYFJJlHf2QnH2BjMJnPWo7yI4ue1Ho2aAKGqURMEIU0Q14GCi4kqrg/5ZrZRnYk2mw1utxs8z+Po0aMIh8MIBAJKHr08o9Pv98PpdCIej29oRf3mN78Z73znO/G+970P/f39ePjhhzE6OopHHnkEf/VXf7VtFzG3dMKLXpAkiVgsho6ODuzZswfHjx/HP716E9/p0UfSQL70UWpFvbCwgFdffRW1tbU4ffp0XuqeakVdAeljcXERr776KrweNzwejypJA9kt5BmZTHlY06iLSRSE/sC6ggZlfdvYauRqw3JX34EDB3D+5EkcHbwOx9gYWIbF6uoqgsEgorEoGIaBgMpIH2oLmoqHWm9RUdCely99rDmENi7rQ9aoSZKE1+vFnj17cPr0adx1111obW0Fy7Lo7+/HwYMH8dxzz2FkZASDg4MVneoEAF/96lfx3HNS7G0qlcL999+PU6dOoaOjA4ODg3jyyScrur9KYtsTNcdxmJ6eRiqVwunTp9HS0gKCIDAb1DfVWUa5i4miKGJkZAS9vb04evQoDhw4oG7vUiFqk85xXIB6RT0+Po6enh5JB6+vK8h5mdJH/vDZjB8UkD5YjpPaiSFX1PoulE3h4jJiTuUWcj0LmFo3GyEaRfgLXwDGxmCzStWh3++Hw+kAAQKxWAyJVApjY2OYmppCNBpVJRg9RF1osK3mGK3c91Eo9F9tG1lezvS/FoncLBVai4kmkwl1dXU4dOgQ3vCGN+Dpp5/Grl27MDs7i9OnT6O5uRlXr16tyDEEAgF89KMfxYED0mCKZ599FqFQCJ/5zGfQ3t6OT33qU3jiiScqsq+NwLaWPmSpgaIoWCyWrPHtZrq0e0xukJGeipplWfT29iIWi+H8+fMFE73UK2r9x5hZUcsr6bFYTPFlU7duFnx9Vh51RsNLLtYWE4WMv08vUiYSEAFQJIkkz4OjOYhiju9YdZsbLmiUBzHn/wtArZrll5ak0KOVlayfEwQBs8kMsykdJpU+N1dXVzExMZHVHOL3+6WYXj1EXagrUa/0QRXqTFSpqGXpYwMHB+hpeCFJEidOnIDD4cAjjzyCP/zDP8Tly5exf//+ihzDRz/6UTz44IPKgNuenh6cP39eiv4FcPz4cQwODlZkXxuBbbuYKAf8t7S0oKamBl1dXVm/L5WoS3V9RCIRdHV1weFw4MKFC0U7sdQXE0uXPhKJBCYmJsDzPC5duqQsthTTu7MWE/OLJAUyz5JpohZEKTyK4zl4vF6QBAGO4yCGCSSSKawEkulMDZMy6EBnAogqyqV03TeDMkOZcomanZpC5MtPQIhGNV6RsUuKQm1tLTweDwRBUFwPcnOI2+1GJBoBQRMFA+ILRZzqrahRyPWhWlGrPE1UaJiGDJ7ndXcyyj5qq9WKe+65pyL7f/755/HjH/8Y/f39+PCHPwxAmrbS1tam/I08oCQYDGYVhNsF246oBUHAjRs3MDc3hzvuuAO1tbWIRqN5pGouwVEBlCZ93Lp1C/39/UUH72ZivRo1J4gIBoPo6uqCy+WCyWTKWhEvStQqGrV8/Uk+WSLrhwREpeOMIEl4vT7pL0URtImGyWSGw2KH104rQ2xj0RhISnKkyFMpCKJY8/X2F6lz3wE3exPhz38BIqPtB197MZG1mJjpagAkz/vKygqYZQbJWFJpf5dSAE1ZN4iCgUx6K+pChKi2mJibU0JTFV9Q43le19g9oPL2vGQyiQ984AP4whe+oDi0AGkNItdxYrVaEY/HDaIGCksfyWRS6fK7ePGi8lgiV7+ZJ5WZLu1k4gURgiCCJNcuqFzyl/3ZMzMzyk1CL9S2ZyrhZhKJSoul+/fvh8Viwfj4eNbvqWKugkyyEXMeZ6Vmw/TP0n/PS7kYZoslbYcSIYprlCUQ0mIiSZKwWiywpcOQkqkU4rEYIpEIRFGEyWQCZ7ZBsAm6m0UqBdUwpIz/znVaaJ17eRGiy0v6SBoA0jcurW1brVY0NjbCOeWEXbQr08YTiQQi0QhoilYyuWlr/uW4tpioc+G71MVEIFufNlW2mgZKbyGv5NCAP//zP8eZM2dw7733Zv3c7/ejv78/62eRSKRio/kqjW1TUcupc/LiQuYXK/97ptZlKfCIpwWWF2Ah1QcHMAyDnp4eJJNJnD9/vqiXczaYwGIkhZPNXgDlV9QipMngHJPCyftOoqqqCktLSyVb/bJGceXtI+NaJABeEMAk4rD77OlKZ82ipRAOQQLEWiepvEBmSlfRPp8PPM+nG0YYBIIBhXRMZimVTf39lomcBbqYKODbCOHdyK1+1KyLhfeap0+X0LFKEIWJGkgHK6XD+ZUwKXs6TIplwDJSHAARJTAwMKDo22azufTFxIKdiRoVdZY+vXUTyOXBtpWsqL/2ta9haWlJGSAbj8fxzW9+U3GbyJicnEQqlVKehLYbtpyoM7v85NS5XMhfcuYXbilRowYAhhdhSfNHZgUcDoezolGLDZqUZw2++Uid8rNyNGpBEBAKhyEKArxenzIHr9SYUyBH+tByfYgi4rE4eI6DzW6GzWpTch5yty6CBAEiq/lGEAQkEgnlZ3IYktNOQrD7wLFS9GgitBZKb6FEWHXEgJaCJZHDP2JF/ZcFKmot5L57sZRogSIVNaDt+JCeVqywWqSnlSqT1A05OzuL69evw+VywWKxSBNSdDe8lLaYiJycj4It6GUiN0+7ECrd8PLiiy9m9Ut87GMfw/nz5/G+970Phw8fxlNPPYX3vve9eOyxx3DPPfds2xzsLSVq2VURjUazuvxyIX/JmdJCWUSdoVPLFbW8aLlnzx7s2bOnaGX07Z5beG5gUTp+Pn97mSjk+uA4DqFQCDRNw5VuYpEveLXORLIoUavsK+O9iKKASDgChmVhMplAk4QmSQMSUWdmhvCCgHA4DIIg4PF4lM9JOk6pKpO1VwDg+HRedDIGimWV9yUQBESqHOVaOppJkcGXsIIoBNSonr5qWSSFt5z3nZdC1CRVNOZUj+ODIAjYrXblPGQYBoFAALOzs4jH41i6NQ8zAHN6UVeL+PTmUSs/y8v52Frpo9IadW7h53Q6lc7Jxx9/HO9617vw6KOPgud5vPDCCxXbb6WxZRq1XMU6nU5cvHix4KqwvCKbeWc0lVVR5yTqsSyuX7+OO++8UxlXpIVYisNXXp7CQMaklWKTw7V81KlUCuFwWJoM7nAoFwrLizDThGbWR0EQBESCACGKEHKYiRcEREMREAQBr9eLW8kYCFHQJGkguzOR4ziEwiGYTOa84bxS8JF0zCLWJBKKpGC32QEzBSplgiAIEEQRDMciGAook1lMZrNmE08uesUE/hlBcIWYN+fY1n6u/ZI86aOERguCLL+izkXmGC6z2Yz6+nqF5LxuF5hYHKlkCtFoDDRFrc0+NNFrTwUaRC2KorrOnZPzUWlrHlA6UW/kYNvMppYHHngAIyMj6OjowMWLF4tywFZiSypq+dFOTxUrI9dOV6rrA1irqFOpFAYGBgAA58+fL3oHv7mawBd/NomlSHaCX+bkcD3ShwggHoshHo/D5XbDmrPqLFv01CpqPXq3AAoUuLwKMhwKwWw2w+lyQpD3QRRsEofXYUGt2YIUk0IkHIHNbofdbsuTCQiCAIm16R2ZerYIUSE9kiRBEgTMNAkn5QTLSJPH+UhEqcRFm6DZjfZieBj/iUD2vlX/Un/Wh4y8CeQlVNSiPJSgwDmse2iAho+aoijQIECnF9cFUQTLMGBYZm1RN03aFp6HJW8r0OxszLvJbKFGzTAMOI7b1KyPxsbGvHmq2xGbTtTxeByjo6M4ceKEEtyiB7lEXY70wfKSx7Wrq0vJjS5mG+qcXsWTr0zn2fuk7RWuqDOrYMWvzHFSqJJK5ZNJ1OXkhgggQWGNp1PJJADAYrXCYbdnLfEXCmU61eLF3XQ12OGkpBm6XHk3lUxk98MQ2bIIQa5ljqRJmKZo0HYT7HY7eEEAm15QY2kO169fR01NjTJJhCRJfHfyu7gc6MwTd1Q/EUKdqAtOd8khWVHQX1FDB1HrjTjV6kwkgawqn8wIkwKgOElSqRR6BwdBJRJKmJTH4wFFUZrJeXmBTBsgfeid8CJPIDdCmfKx6UTtcDhw9913l2zlyquoyyDqmbl5TCxNYO/evWhqasKPf/xjzbu9KIr4z955fL9/QXN7bLGKOkNbl/3KMvmoQZZS1DK7i9nzgHTTS5oPY7EYEvE4kL6opQ1L16T0jzpR/8rRWrzlcA2Wv78MazwOj8dTtFmB0OA1giDW5BWZvOUDEcX0CCgCFrMFVosVZoJGU1MTGIbB8PAw4qk4rhHXMCPMwCqoqvAq0A5l0jz+XBIvZSqNHqJe52DbYhGnSnSrDWg8exYRtxsrKyu4fv06WJaVolvNZpjUzvWchpdKt48D+gcHRKNRSau3Fx9+/HrDlkgfFEWte25iKRW1CBHRSBRjE8t48G7JApfpZMhFnOHxlZem0D8XLrjdYhW1iSLAMAxC4TCsVsmvXKiyq0RFDUjSTooU4fV5EVoNIZFIwGqxwGQy5XUmyqApAu8524Q7G53o6elBTTKF+nS0ZzGUsjBIgACVlnZEQCJsUZQ0bEKA3W5HU1MT6pvr8cTgE5gJzoBhGPCJKGwsq0goBEkW3a9u6SPPnlfhinq9g21LuFZoixU1NTWoqalR7G4rKytYnpiAdXUVFCnNRpRtgtJTT8YG1hFxqgZBEBT5phhka95m+/F3ArbcnqcXNE2XRdS8wCMcCkOEiIOHj2ZZ4AiCyGtSuRVK4gsvTGTNW9RCboa0fFLKFXFgeQmhUAhOp1MzhF5te5neZZkA9GjUPEgwLAuSlhYNCZKA0+UEk1rTMs1mM/icKs1ppfGBN7Rgl5PE1atXYbVa0dzaCmpysug+gSLJXrnFaqZnW/oXcDyHcDgMa70NXq8Xy4ll/NPQP2E5uQyL1QKr1QqCTAARycoojzdjISIpJmE2Z7ggVBYTixUFeTdPnVJF5v4qolFrSR+lFDUZFTFBEMrsw11mC4J+P1iWBcMyiMViim1OtqpSFFXxxUT5+tIrfRgTyNWxY4i6nMVEhmURDq/NFcydJ5drqZtcieMzPxpV1aPVkFtRA2uLaYODg1haWIDH64VZ58nPZVTU8rbWWpMLn7wsxyLJsLCmpQ5pDJfkHrCYLRAhguN4MKkUBIFFMplAcHUVTT4bPnihER6awWuv9aC+vh779+8H1dOn65gBFCmpix03Jy12WszYvXs3ZoUg/vHGPyLKRrOcJAQkmQQ0LenwogiSJ5CMpxCNRkHRNMwmEwhHCmKagDazoi443HW90kcpLhStRjCOk8Kk0l2QcEgkGo1GlXwSkiRBrgSQXFrSXEcpFfL1pYeojeku2ti5RF2gohYBJBMJaf5aupoloJ73kbnN5Sijm6QBZE0Yly/URCKhDPw8duQw+ju1Ne5c8BkaNZDdKGASUjALCTBkfmWeTKUQCYdBUGZQRGqtgiTWqkUCBEw0DRNNwxzi4SBNONbkwT27RIwNdEMQBHg8Hvj9funJoIRhr1oadTHIjhK73Q6b3QaeIDAeHkeMiylPPMqjOYG1Rcn0f9IUDY/brWSPMAyDwPIKbly+DL/fj3g8rgQzFarS8hYTt5FGLYoiyFJ83Vr2PJVmF4qiJEeJyQS7zSbd7C1mjI2NIZFIwOPxKIuS5U4Gl/VpPa81JpBrY0uIupwBt3qJWhRFRKIRMCkGHq9HSXwDig8PMJeQdgfkSx8AcOXKFfj9fhw9ehRds4U17vztZVfUSrUfW0Rjx1/CLdyD5QyiFgHE4zHEY3G43W4QUTPA65k4QqDJa8X/ufcYJicmEA0F0N7eDpZlMTIygkQigUOJWTQkEjCbzUWroVI+NflbTyQSimc2Nxwna9uKtEAqUoly5ohrsoYp7cm2VTXBcscdWFlZQeRmBKvMqrImwnGcapW4PnueDklqnRU1VUKFryVdFHJ9kIAS3eppbMSe8+eRSCSwsrKCQCCAyclJUBSlkLbP59OdhlfqBHKjolbHjqqoMxte1DRqnucRCocAEPD5fXmaX24mda70UUqIUu72FhakyrmxsRH79u0DQRAl5VED2YuJQFr6WLoB6uXPwhxbBZVR6YmiiHAkApZl4fV5QVG0Mo6r2D1wl9cCT5UFXQMDWF1dxZkzZ5QmgwMHDiAWi4G9cgOppbSsQFHKI7O0IJlNTqUu/USjUSRTKV2OEjXIeycJAmQ6a0NM2/8EUYTNZkNzczOqAlUgEgRSqRQSiYTkvFFJr1tPwwvS1eLGatQlZI9oyRVaWSEaDS82mw1NTU1oampSpJFAIJAV3SrnbbtcLs33b0wgrwx2FFEzGYlmuRo1wzAIh8OwWCxwutTdFbmyRm5FXcpEFkCy54miiOHhYczMzACQiFpZACxxe7nSBznxAqiBrwICDwIECPDpvxMk0gHg83lBECQgiuAJSld167XSWFpaRMKfwNmzZ/MqWofDAaq6BnTAu9ZcwWQvSMr/lLpCL0sUXq8HdIGQ+3yopWATeb5tMj3ySXaSEAQhde4lpSApjpNa2+OJOPgoDxNtgo23ZT9286VJH5WYlwhkdybKEEURRCnHo0GKun3UKmFamdGte/fuRTKZRCAQwMrKCqampkCSpELafr8/K4FOr4caMAbbFsKWSR+lQkv6EAEkEnHEorGi7gq1AbfrqahTLI/Ozk5lAswrr7yStb1S8qiBDB81gJaVF2BenVQuPIIAKJEHm84IMZlMcLmckD3JkiRQvKLmOMlhQTtqcOrUKe2LSL5ZZDRXiBDXgpcSCUQiEdAmE1KUHZyVA0VTmvZDEQDHsqAhzc2rhAUrd09y1IAcZESSUgJgKplSyJuiKKl1H3YIogCWYcExHDo6OmAymaRH+3AIpN4gKULHBPL1NrzoHkNGrLui1tOZaLVasWvXLuzatQtCOgNmZWUF09PTGBwcVMaVVVVVgeM43UQtDw0wkI8dVVHn2vPWHv8ZeL3eoo/RqSIVdSlNNBzPY34hALHZrUyAyfU/l0r8vCACbBzUq3+P+lAnkBFgTgDgmSRWE0HYHXbYbHYgPd1QbiqRp7xouR3kpw6bzQab1w220AWkspgoBy+ZTCY4HA4pLpVhIPA8VldX11wFFmlMlUQA0noEK7sOaFPFfLKFWshJkoQgCohGJFeD2+1eq7whKo0eZosZ1Y5qXDpySSGc+VvzsAQCWZNttMhGJAvLHkAlfNQ6UwALZlEXaCHPbHgpMY9ZHljr9XrR3t6OVCqlVNuzs7NKyuKtW7fg9/sLrkcY0oc2doyzPNdHnUomEAoFIQg8fD6/Lq1TTaMuR/pIMQyCwSAoswWnTp1S9p1boetpUslCdAH0j/9/IOZ7s0lIFJFMJhCPReByuzNIOv34n/4zueFFjaYTiQRC4TCcTqf0iF+0StORv0KSsFmtcDkcqKqqUrTKWDSGlZUVhEIhSe9ON6qYNqDrTeu4GYbB8soyRFFU2qhlzzBJkNlOhPSipMvlwp49e9De1gaf1wuT2QSWYRFMTx2PxWJgWCYn7ElHRb3OxUTdi5ulRpxCbvNf+2816aMUWCwWNDQ04OjRo7jrrrvQ2NgIiqJw8+ZNvPTSS7hy5QrGxsawurqa19S1EdLHf/7nf2LPnj2gaRrnzp3D9evXAQD9/f04c+YMfD4fHn300YpPPK80toSo1yt9LC8v45VXXoHDYobX6wWls0IrNo6rWAUsuSziCKebWOyO7CS53Iq6FOmjiZlA67X/B0TmAGQ4Y0Rp0G0ykYTXZZP0P1EaBZArMyiZ1BnnnDyYIJZuB1eyTYqRh8pjeCHI1bTT6YTP74PXJ8kbyXTeiJBuVOEF7eClUpH76YqUGfzeX0Y8HseVK1dAURQ8Hk9eBS/r2jJpUxQFmqYVeYTnOBAkAYvFCpfLBb/fB4fDAVGUPstAIIBwJIxkMgmuSMQpsD6NWhAEkDpdHyVPIIc8VGJjQpmItGzmcrlw+vRpvOENb0BzczNSqRT6+vpw+fJl9PX1YW5uDrOzsxUn6rGxMTz88MN47LHHcPPmTbS0tOCRRx5BKpXC/fffj1OnTqGjowODg4NZqXrbETtK+uA4DuPj4xgbG8Phw4dRE17Faly9UlBDMXteIaKWJ4MzGTILm3MB5Usf+oj6aOIq3hj9L5Bec9ZgUXm1XYS0aEgnCGRKHXnHmCNXyEFQPM/Dl9sOXows1+GjJiC1zqdSKbhdLph4M0RBgCAIYHkWK6sr61qQXNvPGkSzE+zFjyBkqkXX1auor6+Hh/YgzsULb4MgQJGU8lQkCAKSaf+5JCylg6RMtCT5wAFe4MEyrBRXu7QIlmUxOjqqhCDlvh/dFbXKzVEUxaJZHwpKzKJO7yCrm3MjOhPl806Obq2vr1eup0AggLGxMbztbW9DbW0tZmdn8ZOf/CRrsHO5uH79Oj71qU/hHe94BwDgd3/3d/HmN78Zzz77LEKhED7zmc/AbrfjU5/6FD70oQ/h4YcfXvf73SjsGKIGpMf36elpnD17Fh6PB2a6NJ9y8cVEDYuRwCMUkvbl82XY/kQp6pSm1rrTsivqwgREiALujj2LO+OvypvLQiQdAepyucALIiiRR6EcOB4UKIpAi9+WtiqGQZKE+uJd0SpP/9NAZkEpQkQsGkNKtt9R0vESadnBDBIejydrQVKJOU0mi4b8q0G014B9w8ewzJjR09GBPXv2oKWlBXhN3+sz7XkkSYJKSyOSlr3m+ZdJmyRJWKxWWK1W2BsaEKVpMAyD/v5+iKKoLKQp47R0VNTmBFd2KJOMgoFKBVwfG5lHreWjJggCbrcbbrcbra2tGBoawsMPPwyGYfCe97wHoVAIfX19WZPCS8V9992X9d9DQ0PYu3cvenp6cP78eSX86fjx4xgcHCx7P5uBHeH6iMViuH79OgRBwMWLFxX7z3onkatW1OmiVQbLsgiFpTxnlzPfL8oJIuSu3TyiLlJRvynyHziQXGvVlglBavMWpDFXLqf8fAoye4RtHhxWM/baHSAEHqurIUWKUP28i1V5JXxH8rcgLe6GwXO8JElRFCDkV3JZC5LpuYsMw2BmYhIDYR4RXhoyurYgqQ3B2wL20sdwKxjH4GA3Dh8+jIaGBul3GgmBecef56NOdzOm4wYzFyElOQpKtS0SBGiaxv79+yV9Pibp8zdv3lTGad003QTLsZpzJBsmQqibioA6qlFR6/VRl1VR59yS16lR50Kvj7qmpgYsy+IDH/gAfuu3fgv9/f1obW2t2HEwDIO/+Zu/wR/+4R9ifHw86wYgu4WCweC2nEAO7IDFxMXFRbzyyivw+XyKDiqj1KhTpkjDC5BN/olkEqurq7Db7XC53KqkUShBr5hG7eWz5/4JIpCIxxEOh6Xq02JWbhokQYCCNrkeanDh0r4aiJw0KNVmt0l+ci2iK3bxlyB9IO1ZXl1dhSiIayStAxRFwWazwePx4MCB/di9ezcIZC9IJhIJ1ZRDOKrB3PVHmJwPKpN6ZJIuBfmhTOplPQFCWYgkSQKiIGI5EFTa7nmeh9Vqxe7du3HixAlcvHgRTU1NSCQTCIfCCAQCiEQiSKVSSpW9eyiIUz+SPPia9rwKVNQFXR+ZFXWF0/NKne4iFxbHjh2raCv5n/zJn8DpdOL9738/aJrOk1WsVivi8cIy2VZi20ofoihibGwMExMTOHr0KDweD+bm5rJOrFKHBxTL+gAk+SPFiYhGY0gmk5LEUsCyVCiTutjiZOZAWgDpwbEcvF6vsoAIQKosoR32f/e+Krz9ZAMiz4VBRCJF27IBVJSoZZKmabpglxpQWNkgSBJujxtOpxMiRPAcr2jdXDwKG8cqzg3C7ge/6wyGJ2YwPz+P06dP583c1LtomVtRizp8zxzHIRwKw3PgANoOHZIWIXleSVCUfdzV1dXYxe+Cn/crAf+JRAKRaARHRuI41h0ECAICSWi7Pnh9GnfBwbS6BwdUPuZ0qyaQy/jhD3+IL37xi3j11VdhMpng9/vR39+f9TeRSKTgdb7V2JbSB8uy6OvrQyQSwfnz5+FyuZBKSbGjmV98qUSdq1Grhv0TQGg1BEEQpASxIidZobmJRSeHpy9MEQDHseAoAr4qHwiSgMPpRCqVTKebiTCbTODZBATLWlATQRB46EQDfm6fX3rMDkfQ6vXqs8EVq9J0EjXDsoixCVh89bA77AXztqX3qj/MXw7Et9vtABmHGIlAFATECAcSnBPU3Bxu2W/hxIkTqoORS9lXFoq4LBiWRTgUgsPhgL+uLstFAqxlMMvEzfHcWrMNbQdswP6OeezvDkq/F0REk3HMTM2gUWzMSq4rZTGxkLVOa7Bt3vvfJI1aDdFotOLzEsfHx/Hud78bX/jCF3D48GEAwJkzZ/DlL39Z+ZvJyUmkUin4/f6K7ruS2HYVdTQaRWdnJ+x2Oy5cuKDc5eQTN2sVuVSNWmUxMbOijkajWFleAggK3vRk8GIoVFGTJJEZ+JYHDjREiGBZqRnEbrODIKV4UpOJhtnkyqoshVgKK4EAaJqC227F/7jUgjt2u9DZ2QmO43C4uRWmuXldnwVRhMT0pOclUylEIhHY6jwb3qigTGf37obNVg0mFAIhSlLY1atX4fF4UF1djZqaGqUVvNyKutDTRir9np1Op2R1VLmRy8QkS2sEndnmLuDoK/No7w8A6acDADDZrTDTa8l1Xq8XVVVV0vmps6IuuJio5qOWQxYzpY91eN2FRAJkTmdwOdJHpZBIJHDffffhgQcewNve9jZl1Nddd92FUCiEp556Cu9973vx2GOP4Z577tF9nFuBbUXU8/Pz6OvrQ0tLixJsJEM+odczNzG34SVzMXFxcRG9vb3wOJ2gYNXteSg+5YXUjE5lBIBlWJAUBZqipKWv9MJhZjypXFl6eRuqTH7YKR6/0gxEpgbw4qQIi8WCAwcOgJ4e0HnUaQi8tl+6oHwhIhFPIB6Pw+N2w2op9MhYIZ2RICH4WsGb3QiHQiBJEo1Njbh4x0Ukk0ksLy9jaWkJ4+PjMJvNqK6uRopJgaCKdw7mxZxqZGskk9ITjsvtgsWclpaKFAuye4QkSUAQccfPbmH3cHDtY5HJkqbR3NSMA74DWVkaHMdhdmoKvlgMJrMJJjo/FEtBQY06n6iVJ44KSB/s1BSSL70M17t+I+vneolalj4qSdTPPfccrl+/juvXr+NLX/qS8vOJiQk8/vjjeNe73oVHH30UPM/jhRdeqNh+NwLbgqhFUcTIyAimpqZw/Phx1NXV5f2NvDK7nrmJgiBm2enk7Y2NjWF8fBxHjx5FBxdBbEX/ogJfQPoAJPmDyXmNnE8ST7Kg5EYL5C/s5MIEAXtqnPjdu1vBxsPo7u5GdXU1zGYzbty4gcjcGBoTYVj0+pNFAYDWRaSR2SGKiMai6RhZSWYpJndUAqKjBpwgILS6CrNJcrPIi29Wq1VJeuN5HsFgEEtLSwiHw+AETrL/WaTPRG3BLi/mVKWijifiiMfjcHs8WYMgCB1PHoIogOAFnPrxDBomwpA/20x9WKQIkCCVKNa6ujo0NDTgZz/7Gap9PnBp26MgCFnpf5nvp+BiIpdflctPHFnfXxk6LTs5hfDjj8N86GD+e9epUSeTSfA8X1GifuCBBzSfqlpbWzEyMoKOjg5cvHgRNTU1FdvvRmDLNWqGYdDb24tEIoELFy4U/KIqMeCW4dfsdPJdfGZmBufOnYPb7YapP1bS9nKlj9zFyVyLnjy/MZVKwWRzgmLJrFnZhbCvxopf+8U9WJq/hRs3buDgwYPKqPuDBw+CvzIEDA9nBSbJpK0amCTyADQqKDUHQkYDTaazo5iMUgmwHC+N67JaFS1c7QZBURSqq6tRXV0Nf8APhpWsf6mkFNlKU7TSaEObaMXJkf1GM+JkIT2Sp5JJeD3e/DxrHfKbkEri7PenUDsbzfp55vGLFAmr2QqappXFyEQiAVEUYTWZINodgF0iPnmBNRqLgaJIxcpoLkSIaouJYg5J01TJTgt2chLhf3xc8sCrTDDXq1HHYtJ1t5mhTI2Njcr1s92xZRU1QRAIh8Po7OyEy+XC+fPni+Z1VIKoJWKlkEgkMDIyAkEQcOHCBcUlYaZLO1EZnZPIAekiC4WluX8+nw9izAQxff0QKO5SONfswo3xMczOzuLEiRNZix8EQcBic4C22+Gw26XApFQKDMMgFo+DJKVp31mZ0oWcHznkxfMSURIqDTQFJ7zk3hsKvkN1yJNgHA6HrtmTa/sSsxYkZZKTw6kAqVsuaomCZdm1809Ya3CJRqTfebxe9YXlIq32QiKBmq/9CPYcks47VpIATdHKMcRiMfT19aGurg704iIYeeGPJGBNN9tI6xssWIZFJBLB/OQk6L4+pdkm0/mjupiYm/OhQrSFwE5MIPz44xCT0kK/WqCTXukjGo2CJMmSvt/XE7aMqOfm5tDf34+2tja0t7frupPrGR5QDAwnIBAIoLu7G16vFxzHZZ3QpSbeZY7jyj0+YK2i5ngpnpSmaLi8XsmSBbkilVCIxERRxMz0FBY8jTh79qz64l2GvYtKn/Q2mw2iKEqVZcaQW5PZjODcTVQ1tGjYktY+B47jEAqHYDKZ4VJpoNlI4SORTCAWVZ8EU/ScyflASZJcI7n0xBeGYRAMBPHCCy/A6/Wiuroa9lRSaXHmeB6eAnkyRIHzRYjHsfr3fw/LzWUUe04TKBI0KV2OsVgM165dQ21tLQ4cOIDIwAC4dA6J3Gwj/6/JJFXTDocDVXvaEHG5MDc3h6GhIelnVVWorq7W0KizK+pSFhLZsTGEv/QliKk1YU/Ng62XqGVrnjGGSx1bQtSCIGBqagp33HEHamtrdb9OLeq0VEzNzCJ4cxwHDhyA1+vFlStXsn5fboY0oLGYSEq5F6FwGDarVQr3Sfe1cQSdnVehUVHL1axgSuHs2bPafk8tMiGkajp3yO3szDQGRqZUHRPyYmJmNKqW/a6w9FHihSfK/7e2YOn2uLNGqunflPZxyZNeTCYTWmtacan5EpaXl7G8vIzA9AysKysgCAJOp7Ow+6fAYz136xa4m3P6bIJp614kEkFnZyd27dqFvXv3pgcZ8MqQBBByTGt6Un3G+6St0lSW5uZmMAyD1dVVrKysoLe3F1Uz07DFE1mTbZC7JqIzkIkdHUP4y9kkDeRX1LKEo7eiNohaG1tC1CRJ4sKFC+ufm1hC9Ss/xo6ML+NNF0/B7/cjFovldyauw5utRtSJWBShUAjOdEW4dtESEHMW8tQ+DU4eFGA2o7mpEUKhxR6Vhom8P8HakNszp08hCWuWY8JisaCmpgaNbAR22eUgW9EKbFMv9Hzj8nclTYJR0YX1bKOEc4sipO7I3bt3o66uDsMmWknUi8ViUh5JRohUVnWdrnS7lrtwsuZk9obT50axYyEIAve0/jKIJIFrXdfQ0tKS1eKcK1totbaTJlp5UpCnrsiLZMs/+CFSKbnZJgqapvIWVvVIH+zoKMJf/nIeSUuvz66o5RFpxgTy9WNLNeqNGnCbC0kbDkEURBw5doei7crEmum2WI/0kUnUgiDgxo0bCIdW4fF6QNMmJalMpjU+h1hzP47cKd1CsfQKssSvU+BhtWc7JgKBAJaWljAyNo72dGCS/H60FoUqtZgoenYrE0N4npdmQRbQgAvdIPQ2u2RuJ5FIoLOzE9UUDa/PqyTo8WmJJJW+cdHyDEmLGQIB/NvIvyGUCuURtchzRY+FJEjsdu2Gk65BZ2cn2tvb0dzcnL0drZyOjOMnCAImmxSDK6STCuW2dgCgIM2StNltEAVJCksmk+AF6Ts3m80wV/nh0hgADADMyAgiX34CIpNP0gDyHCPyvvUuJhoVtTa2hT1PL8qRPpTRVTQNl88N0rSmc8p3+szHs5LnJgr5FTXLsuju7kYqlULz7kaMLifzSBrIbyEXMx/7EwnEY/FsbbZYa3Mp+RyZO0xDnjS9uLgIkqKk1D6ez0u5M1vMWfMOS/nE1ChLJEhwJ38bqcYLGH3pX6S8EE/xcV2VGCgrb0dutKqurkZtTTXY1VXpd0D+gmTaSbK6uor/7vomrjLAQf/B7AVJQHGPaBE1RVBodjWDEiiMjI1j/71vUXchqFjrVN9H2uqZ2yEpCALAcdJRpBcQzWkfeDKZhMPuAMMyCMViGHrxRXg8HmVBUiZPZmgYkSee0Jy9CORLH8pNwqio140dRdS5U16KVdTJVAqRcFiakedwgEB23od8AmV1O66jiYYkSbAsi1dffRV2ux1nz57FtRenVEkaALicitpjo5VweoZh8qd0FyPqEsP+cxP0WJZFb28vWJbFqSPHYO28DAB5KXexeBwUSSpSAKzlN7yItAXc2Q8h5j2ArqtXQdM0PB6PrsqqUv7tVDKFjo4ONDU1ob29Has//rHm35IkCavFCpPZjIAYQNRGgCSdWA2uZi1I1tTUgJLPVRWepkgaLa5mELzkfmpt34NdGlaxYhW1gpxKOLNDkhREgCSytG0u3RFL0ZI+7tndjNbz57GysoKVlRVMTEzAbDZL03u+/GWY0n+vBTWizpqkUwDGGK7C2FLpo1To1ahl72siHofb7c5yC+RqykB2t2Op0kfm9uLp5Du5s1IQBGkcl0bQP5/++EmSQLPPBoeZRCgcgqCVQCcWuWB1aNRZfy4KCockk0l0dXXBYrHg9OnTMC/1Zf2tnHKnuEgyJpNHRBphwlLyIADR4gJ78aMIm2rQdfUqampq0OZuQ89ET0nvQ3XbOqUPhmEwOzOLNx55o5RhDRSdQs6JPKYjU0hySVAmLxwOB1r9rbjUdknR+8fGxuCanUV1NCplfWBtNiFN0mhxt0JkBUQiEbjcLlQVWlSvQAu5yHFZ2nYsHgPDMHC53WtDEkhp2o3cbJM5uDa6EoDISc1DWnMkczVqYwJ55bCjKmqKosBmPHqpVb9yUwbHcVnhNjIyo07l/IhyprLIkDsTZ2ZmMDExAYvFgn379oHneUk3pEjNuk8gKJgoEq1VNphIYHV1FRRFwev1qDsNilTUYolELfuoI5EIurq6UF1djYMHD6aJtkDllDOZ3GmSnkjkVDgTvdYJSJPqC6aiowbMG/43AowJPR0dygLaS7de0n34BTVqHesfcm7Hid0n1kgaKOgvZwUWU5FpMHw6JCztEiIJUlmQ3L17N3iex9JPf4oYRKRSKbACK433oi1ocbZAYATEotE1RwtVmGT1QIuoRZZVZC5pnFwMyYSUDKmEP0EEabUo+SRy8eJyueB2OrHqdmf50GOxuNRsYzLDZDbDZKJBmLPtk6UEMm1Uct7tgh1H1PIMPiBfo+Z5HqF0DoTP51M9SdQS9NZTUadYHtevX8fc3Bza29tx8+ZNsCyrDFMttL1qjwN7nQ6IAofgahhWiwUOp0OTgIii0kepGrWA5eVl9Pb2oq2tDa2trWtOAp1PPAQImCgaDocjXyKJxUCRJLzpC1a++QjeVrBv+BgWVhPo7+/CgQMH0NTUVNqxSzvXfmtFKupMf7bX681+rUZ6HiMwmIpMgeXXigUxTdS5EaUURcHjdIF0umAVrWAZFiaYUE1UI7wqNdtYLVZpUR2F/djgy5M+lGPk5EVNIB5Lx/d6PTnrDARoi1VZjMxM/xNSKemJIKfZhmOlRdZoNAJRELEwMQ6fzYqqqipYrdaSApmi0ahRURfAjpY+Mola9ipbrVY4C5BdsQG3pVj+BFHA+OQ0mhpEnD9/HjzPY3p6Gi+++KKiU2pN5zjV4sUD9Y3gXkkhEo3CqafrruhA2tK+zvlbN9F/M5Y1FUVBCdV5putDTSJBTAQnPwmZ3Zg9+D8Qn5M00OPHj5eds1BuRR2Px7P82fkt5Pmfc5JPYioyDT5nYo18Q8vbBqBU5iJE2E12NDubkUqmkEgkYLPZwHNSYUGAQGBiEv50Yl7uU6C4XukjvZAYi8WQSiU1uyxl6SJT2wYALpVKd7JmN9vQ8qSe9BzJpNeH+fl5DA8Pw+FwKI1FhRxDMmKx2LadrrIdsOMq6szOPzNFKgFHsWgMTpcTNmthsisWdaq3opard77OjLNnzyoSyhve8AZEIhEsLS1hcnISE2NxrEbNUuaGRQoFesvROtx7tBbzr74GZzQKj9utL7RcZaxVNnRqwxARj8UxOTGOk+d/Rf0CKWW4rdbPCQIWixlkmkA4swcJSy2uj0yAZVm4XC6FNOX5daWgVHueCDGd25HK8mcXy6NOcAlMRaZUnSRC+mNSJer0eWWn7aiyViERT0qZIV6vUs3KMbcJqwVjY2Po6+uDz+dT8kocDofmBPFcaCXfCQyDWEzKl/F6Ckzf0ZjuQvC89P4KNNuQJImGlmY0V1eD4zgEg0HMzs4imUzi8uXLeXMkc5FIJLB7925d7/P1iB1H1NmhRyLi0QgSyRQ8Xm9WqpkWis1NNOvQqBmWQSgkVe919bsUT7i8wu3xeODxeLB3715MUVOY7J9HimGQjMfwpj0WHLDa0Nk5C1MgiKZSGjoq4PqQW6NZjsXxo0dh06piSnjiKRIiKu3XWQfC2QAhGgVFUTh27BhisZjk2R4Zgd1uR01NDaKIZi28lYtcolbcNCyT/9ifG3Oa8YQV42KYjkxrVuhyRa02nUVOrKux1SIajYBl2LxFYgIEzCYT6trbsW/3bsTjcaVDcmRkBDabDfWBACwsI2W0FPpcVM4jURQxOjQEpJjCJI0CGneGb7rQHEmYTEoh5ff7wTAMSJJEe3s7lpeXMTs7q8yRrK6ultwk6YlA0Wi0rJu1XvT39+Phhx/G6OgoHnnkEfzVX/3VjvJs7yjpI9Oel0ql0NXVBULg4PP7CjZGZILhCs9NLFZRJ5IJRCNRJThertDlKR+5sFstsNlsqPG58MiFRliZEMbHx8GyLGpBIZFMwGK2rAUlFUJR6aNIQFB6FV8URXi9PvB2q7aSW0pFXWThTnA3QbRXS23wgoCzZ8/CYrGgqqoKzc3N4DgOKysrWFpawsTNCQSSAcVBYjZrD7gtOPIr45jWcjukMWe550oeyWZUzhEmWlBGEckC0ofArwU7cWyRzBDpGOx2O5qbm5XPJRAIIMJyUkaLIGZ9LrlyQi7RiqKI69evI7S0hFavp+g1ohaqBAAiU8A7ndHabnE4IJpMymJkKBQCTdOwWq1obm5Ga2ur8l2vrKxgZmYGLMviiSeeQDwe173wWCpSqRTuv/9+vOlNb8LXv/51fPjDH8aTTz6Jhx9+eEP2txHYkRV1KBRCZ2cn/H4/GuqcCCV0LrZAz2KiRg4zgFg0ikR6jiJtMkkLKrxY8ASjSQINHis++HOtsIgMurqmUFVVhYMHDyI+9jKwDCUoqdBFCEBHw4v2hSh/bhRFKT5lvtCIp4pV1IBgq0JodRUEKT1t5IYryfnLdXV1CPqCuD58Pe3XjiEcCcNkMinJf7nVqBbkiloURYRCIQDQbKLJI/ws6aPIJJz05lQH03I8IuGI1GVZrIFHpZqlaRq1tbUgnE4IFKV0SCaTSaUN3Gw2w2K2gKLprG2IoojBwUEEg0HcefAg4j95vuD7AKA5yktUmw6jAtJqVZ4uJyYmEAqFcOedd0p56+nWdgBSU1FtLURRxOzsLGpqavBf//Vf+OlPf4rvfOc7eMtb3oIPf/jDFauwn332WYRCIXzmM5+B3W7Hpz71KXzoQx8yiHqjQFEUGIbBlStXsHfvXrS2tuLp6RtACUStplEXq6gFUVTamn0+L0iSUppY+MLXMfbXOfHzB6oRCwVxta8Pzc3N2LNnDwiCgNdfA7PTBdG5FpQUl7sAzSrkVEyj1qiCWZZFOByGJddVUrB7b/0aNYCsyqrY4FsgOyxJdpGkmBRSTArRWHaedDEIgqC4gNxu9Sny0vHnZrFm5lEXG1mWrqhzPi+e5zE5PgaTwMPj9ahX3JnHUMgdwXHqHZJpd81qYhUECKyMj6PabIbP58PQ0BBCoRBOnz4NcnYWukZhaIUyabWMZ4KmFZIeHR3FwsICTp8+rZCtXGXLi4tycbRr1y58+tOfxtWrV/F//+//BUEQeP7554sPZy4BPT09OH/+vHIsx48fx+DgYMW2vxnYMdKHKIqYmZkBx3E4deqU4hRY74DbYvkhWZa/dDxpZqdh7vZysbfGgZmZGQwPD+e7K6i1xSw5KCnT4pZipLB7iqZhMZtBm5MFp8CIKq4PJS/EYYfNZssmpRLyqAtB65uUA6XybhAlgKIo2G122G12pT0/lUohFAphIjGBAWFA0Tsztf54PK57Mnr+FPIMci5yIxZUpA+O46TmIY6D1+PVd64XIGo1H3VWZGt6QTJmsWBkZESREdra2qSZjQXavjOhKX3oeD3l90MURYyNjWFubi6LpOXjVRv+K4qioscnk0n8wR/8Ad7//vfrOl69CIfDWSFX8rSoYDC4Y5wmO6KiZlkWPT09yhSI6upq5XelEnWuRl2o4UWeNi0RTdrjmdMOnjuHMROCIGB4eBjz8/M4depUnl8XhPrHn2lxy6qcluYx+OKLqKmpQW1tbb5XPIdwEokEYjH1LGfpvRSQUkrSqPN/Jsej2u32vEfYYiPHtECS5FqjjSiiwdkAk8mE0dFR9PX1we/3o6amBna7HZ19nTCZTXA6nUVvEPmuj1Iqaun/ZemDZVl0dnZK8anNzUgOj+h6b1oVtSgI+Wldua+VFyT370dyehoA0NDQgGAwiPHxcXgWFlAVi6WHRmiPTtNyjRTSqAGA9Hrh/cD7MTY2hps3b+L06dMFm1cy7X/BYBBvf/vbcebMGfz6r/96wf2UC5qm885/q9WKeDxuEHWlEI1G0dXVBZvNhlOnTuHy5ctZF3qlJ5HL0kcimUQ0EoHD6YQtXbUAyGsH5zR0Xo7j0Nvbi2QyiXPnzql7pKniLpXMyslp8QCHD2NpaQkDAwPgOE7xa1dXV8OcJgsR0ny9ZCqVnxeSAUIsQEMlVdTZW5GHwDqLxKOuB/LU9v3792P//v2IxWJYXl7GzZs3EYlEINACSIIEx3LKyC0tFJpCXqy/UaSkkWC7HLuQSqXQ2dkJu92OY8eOIT4zq/8NaTl/dHqoRYgYHBpCAsCZM2cUaYjjOCz97GeICwIi4TBEiNLYLrW1EM3ORm3pg/R64P29D2EyFMLNmzdx6tQp3R2GoVAIb3vb29DY2IhnnnmmonJHJvx+P/r7+7N+FolE9Flitwm2tfSxtLSEnp4e7N69G/v371cIleM45UMuvaIuvJhIkwSisSgSiSTcaZKT6UztYudUKupEIoHu7m5YLBacOXNGe8RYiSFKBATFX3vw4EFEIhEsLi5icnISAwMD2GWO4UA8DpZl03MNs21oeSgofZS+mJgV9q/XG14hOBwOJJNJxONxtLe3g6VZ8P3phhKCKOgiyTsXs27mxSpqEm/f93YccBxAR0cHPB4PDh8+LC2gFVv8zTwGrYpah4dahLSGkmBZnMoZaUfTNLxOJyiXS4lsTTEpJJIZ7f7y56JVUWtIH6THDe/v/R6mIxHMzMzg9OnTursLI5EIfvVXfxV+vx9PP/30hpE0IN24vvzlLyv/PTk5iVQqlTXKbrtjW1bUoihicnISo6OjOHLkCHbt2gUgO+1ORqlpd4Uqao7jMNDXg1QqBZ/XC5Ki8qSOXORKH6FQCN3d3coYpUIr/aKG9KGJjAufIAi43W643W7s3bsXiUQCK8NXEI/HlbD2VDIF0QLQaoNtgYpJH6K7ESI4xKIxqamiiDe8Ej5pIPvGubCwgP7+fhw6dAi7du1CIBmA2+2GKIpgORZMilkbApAR10qRVN5CoKg3IpUg8LZ9D2Kv6xg6OjqUG6hC/EXWL7KgpVEXIWoxvdAtiAJOahUFrLSNzAVJh92RJavF43FM9fbCA0la9Pv9a9+hivQhk/RMNIrp6WmcOnVKN0nHYjG8/e1vh9Vqxbe+9a0Ne+qScffddyMUCuGpp57Ce9/7Xjz22GO45557dLe3bwdsKVGrDQ/geR79/f0IBAI4e/YsPB5P1t/nN6isbzGRJEkwDKOExptMprRuRQAoTNJAtvQxPz+PwcFB7N27F7t37y7+1LDOWNKsX4kiFpaWUW02w+lwgGVZqa1+dVWqKC3mfL92BRYTuSMPQaSSiIz8EBzHqaf+bRTSb2N2dhbDw8NZ7ejKUxBBSI/66eklHM+BSclTvCUXyYJtASFXaM0ZkrGYqOWhJggCTc4mVFtbcfXqVTQ0NGDfvn3Z37lO2QIEUVZFLZO0KIpSw5cG4WltI3dBsubgQQQoCiMjI0gkEvD7/aiuroYzlj2Yl3RLJD0bj2NqagqnTp2Cy+XS9VYTiQTe8Y53QBRFfOc739mUICaapvH444/jXe96Fx599FHwPI8XXnhhw/dbSWyrijqZTKKzsxMkSeLixYuqj0PrnUSu1vCSTCbxyiuvoLa2FgcPHoR5rF+SSIqQNAD8/P5qxTc6OTmJY8eO6c+u0KFRZ0HDnre6uoru7m60VNfCHXKBgLSqLWctsCwruT9y/NoiyxYw4RXJkSZIcKf+B1K7zmPmxc+lpZbiYf9A4QW6kiaziITyuZ84cSJrYUiLYGmKBm3PsbglGeW8q6mpgTuRgCm9DqJ2PARBoNnZDAthQW9/P5qOH1csl1nvRa/0UaDY0CJZURQRCocAEfB4PCALjNHS44MmQMBXW4uaXbtw4MABRfNfWlrCrcHr8ASDkmfb70PN7/5PzMbjmJycLImkk8kkfuM3fgOJRALPPfec7tdVAg888ABGRkbQ0dGBixcvlp0vs1XYNkQdDAbR1dWFmpoaHDlyRPOCzx0eYDGtr6KORqMIBAJKgpsoijBRJBheLEhVJorEe8414eRuNwYGBhAIBHDmzJnSTr4SpQ+19LyFhQUMDAxg3759aPbSIMby9VeFmHP82sPdnRACNtTU1KCmpiZrwVMsUFGLtAXsud9DwnsAXR0dIAkSXq9OGxrSJLpO5UOEZOua5qdx+vTpsi56uaJsa2vDpfpLCAaDWF5elhbdGAYmsykvS5okSLS4WkCLNFZDq2hubUVLe7v6DnRKHwU91CpVudLEQ2BtyEKh+AS9gwcytiGnIba0tCA0Po7w5CRSNI2Jixdx4/p1iKKItrY23dpyKpXCe97zHgQCAfzwhz/MelLeLDQ2NqpP0NkB2BbSh5wBsH//fjQ3Nxe84Ncz4BZY06hlY/78/DycTqdC0oBUpccZ7WrIaaXxu3e1otFN49q1axAEAefOnSt9QaTQQp8WBB4gKYiiiOnpaYyNjeHo0aNSp1d0seBLc/3aR48cxi1rDZaWlpTEM9n659KYxi6H/Uctdei8ehV+vx+7a3Zjdr4Eh8M6Ied2RIkoTt+lbgUrMl0yCyRBKsNgq6qqsOj3g0slwaQYsAwLhmNAECRMFI0mVxMogUIoHILD6URTznzDrOPUK30UCfzP+u80SctrFPK1UnBogF4ftcY2CF6AraoKDR/6EEwsg7GxMdTX10st/xMTcLvdivvI6XTmXb8sy+J973sfbt68iR//+Mc7xhK3nbClRC0IgpLlfPLkSVRVVRV9zXqlD4hAkmFxfaAf4XAY7e3tWFhYAJce6imF/WvfKHZ5rfjdu1thBYsrV67A5XLh6NGj5emyZInSBwCIPESRxNDQEBYWFnDq1Km16qREzdtiNim5EizLKo+6HR0dsIlxnIpGsnRt0VEL5g2PYpWzoPvqVWV01fDEcOnvo0yIoohwROoS3b1nt6bGWcrg5PyYU0GRSKy8FSzJghRJ1NK1SEaSSCABk8kkrZcA0PzUdUofRKHvLeNcF8R0pyWh0mlZCaLWsnFazPB+6IO4xXMYHx/POudSqZQSIjU5OQmaphVnktVqhd1uxyOPPIKxsTH85Cc/0XWNG8jHlhJ1d3c3otEoLly4oLuvv5wBt5ngBR4vv3oFDguN8+fPI5lMYmpqCpcvX1YkAFqjmjzc4MIjl5oRC6/iSm8vmpqasHfv3vJTuAgCIkFqZlarHj/LoO/GIOLxOM6ePZvtzy51uG0GkZhMJjQ0NCgjmELzk8DsWg6J4G1D8tD7IUQEXL/eiX379m16LGVuboe5gC5bCoo1vJgpM1pcrRBYHhFWSnkTBRGxaBQvvfwyfLt3KxVl5lOV7opaR1eiIAoIrYZAUmmSzjnmQhX1emNSnffdh9n5eYyOjuLEiRNZsoXFYlEkBUEQEAwGsbS0hOeeew6///u/jz179mB1dRXf/e53UVto3JiBgthSom5vb4fNZtMf84n8TOpSiJrlWIRCIVgP1eDUnUcAADabDXfddZfiSR4dHcX8XAohfi1rgyRJvHF/NR462YC5mzcxNDSk2MDWDZLSrWXygoCua1cBi0vdn13i4ACtjjeSJOHzV8GSziFJeg9icveDmJ2aRyo1BafTCVEUlQD8XHvbRkBvboeMkhYlM7aVW4lbKAt2OXaBY3jEcrLDRQC7zpzBSiKBubk53LhxAy6XS7nh69aoC53/6SkroVAIJEXB7XapWhsrIX1Aw/d+c2EBIyMjOHnyZH53bQYy5aP29na8+OKL6OjoQHt7Oy5evIjDhw/j6tWrO6rRZLtgS4na6/Xm5EsXR7kadTKVRCQcgcPhwJ69+5QLMjdDet++fbgcvo7YXEiKNI1G8cvtdpyrZnHj+nUsLi7ixIkTlTPLkyaAL34hcTyHcCgM+x4zDp44qb7YWvJw2+I+aqHlLhAnfhvi5BR4nsexY8fAMEyWrr1ELoFl2aIdgDJKIVGg9GAnAKoh/1rIutHknI919nokEwnE4rG8Lk8CgNPthru+Hm1tbWAYRpGPJicnUT05AWc0mm7dLhBjS2t/b2wyqaQeujRIWtpGIaLWUVHTlOrx3bx5E8PDwzhx4kRBks6EIAh49NFH8fLLL+P555+XFiRDIYOk14Ft4/rQi1I1anlOnNwtZzKbkWR5ACZNZ4nDZoXdzsLvceE9p+vgJ2KYmJCmkjgcDgSDQZhMJtWFk5KhQ1eWM0dsNhsOHTwAQssCV8bMRE0QJLgD94E9/BBu3LiB5eVlnDlzRmlqyNS1u0a71joA1fza64Ac7GS2mPNyOyoV/J61ncwcawCJeByJREIiaZUY0EzHhtlsxq5du7Br1y7wPI+Fa9eQXFxCNBqFIAiaMbZaGnUqlcJgXx98NCXdoAoNHF6n9KEWcTo3N4ehoaE862MhCIKAj3/84/j+97+Pn/70p8rQYI/Hg3vuuUfXNgzk47YmannhiWU5eH0+0JTklmCLZUhTBKqcZvzu3a3wW4Du7lE4nU4cPnwYoVBIadu2WCyora1FTU1NSfa0LBRZUJSzh+WZiqmCVXB5U8hVYXaAOfRr6OvtVfTw3A4yWdfendyNUYwqTTa687WLQI5ntVqtsDvs+brsOqeQy8haTBTkOYcZg2AzpnXnv1j9fVEUBZvZAtrpVFq3GYZJt25HYaLX4lpplYo6mUzi2rVr8FttcLncRZ9TCK2IUuiTPnL1aVnKufPOO0si6T/90z/Ft771LTz//PPYs2ePrtcZKI4tt+eVCr0aNS/wCIXCIAD4fF4QBJn27xJgNaZMyzhQ68S7zzRBZOK4cqUbVVVVOHToEEiShN1uR0NDA3ieV6aS9PT0gCAIRZv0+/36XSAaunJmbkamLkqIvLZwULJGrU3ULMtKE3QIonBeCSSiy/RrO5wO8ByPVEoa5CpnSlgskuavh0Tl9D2HnqG/am+tFI06gwZFQVCGRDAMozkIVkGhG1B6sVYrSzqVbt3mb81j8cYN1NTUwOfzgWEYdHR0wOfzodVkRkTPmyjB4qeKjO/31q1buHHjBu644w7dEp8oiviLv/gL/Nu//Ruef/557N+/X9frDOjDjquoaZpGKpVS/ltNo2blx2WTCU65EaKEDOmfP1CNxcVF9Pf3Y8+ePWhpacm7qVAUhdraWtTW1kIQBKyurmJpaQk3btwAy7JZqXaFSE4k6bxqSZnvxzD5uRmFLF8EkW7N0ElSGkSdSCTQ1dUlea11WA/VKl0lUyI3XzsWxWuvvYaG2gapC1BlYTCVkrooi6XvFaqoS9KoMypqgecRjUTAsiw8esZXFXJsaJxnWa3bogiuphphUVQSEUVRVDJchK4uXe9hvdIHmXar3Lp1C9evX8cdd9yh20oniiL+8i//Ek888QR+8pOf4NChQ7peZ0A/dhxRF7PnJVMpRMJh2B0O2G021XjS3AS9TIiiiKmpKYyPjyuNJMVAkiT8fj/8fj/279+fNYV8YGAAfr9fkUjymmJyqmBBFBEJh8ELgnpuRrEpLySp27+rRtSRSETpEM0KGCqEIn+Sm6/d3NKM0Io0To2iqKwnkeXlZUQiEbjcLljMhRuIKqZRp9+AIAgY6O+XAv/1tMMX+72OhXKCIOBwudB46BCam5vR0dEBq9UKQRDw4osvonpqGt54XAqQovJv6grW4fogrBa4fv0dmJ+fx/Xr13H8+PGSSPqzn/0s/v7v/x4/+tGPcOzYMV2vM1AadqT0oUbUIoB4PIZ4LA5XWipYe/zNrr20wv4FQcCNGzewtLSU3UhSAjJT7drb2xGPx7G4uKg8TrrdboW0HQ5H1mIiz/MIh8MgSAJej2cdcxN1EnXOtgKBAHp6etDS0oK2tjbd308pSXgkSaK+vh4tjS1ZvtvBwUEwDINZZhY2m0114a4UlCJ9WCgLeJ5HT08P2HgcdVqffS6K/I3urA+aRjwex7Vr11BfX4/9+/eDIAgkk0ksrf4XkhyrTG0xW8xrLpLMhdWC0keB4bQWM7wf+J8I2O0Y6O/HHXfckTWYo+D7E0X8wz/8A/7mb/4Gzz33HE6ePKnv/RooGTu+ojbTZHrRUHpc9fq8oCi6YDxpbtQpIGmyvb29YFkW586dq1j0ot1uR2trK1pbW5FKpbC0tISlpSWMjo7CbrfjeDgKN8uCIAiEwiGYTebCbpJik8hLWlBc+xzkmNCDBw+WnIdQbmSp7Lv1+/0gCAJzc3OoqqoCs8ggnohn6dpq8kslFhN/ufmX0e5qR1dXF0RRxJ3HjyP0n9/R9VqimDVUp4+a5QX0qCTwWa1W+H1exNweiKIIhmXBZIZrmaSoVrPJXJb0QVjM8PzP/4mg04H+vj4cP368JJL+0pe+hE9+8pN49tlncfbsWV2vM1AedjxRMwyDaHgVvLC2aFgsQzqXqOPxOLq6umC323H69OmSGnBKgcViQVNTE5qamsBxHJaXl8HOCVgNhQBRVB0ZlIdiVVopbeS0tEg3PT2N0dHRrJjQUlDy/MuMaleOEQgEAjh37hyurV6Dj/Xl6dqZQ21lv3ah/eqpqO9vux+Xai8pEsyJEyeAcFj/GynyWevpTOR4Dgu35tD4S/egvb09/z1x6QVJgoDFbIbFbM4eABBPIMJHsXTzJlyTk8oosqwmHhXpg7CY4Xn/+7HqdKKvr6+k1EdRFPHP//zP+LM/+zN873vfw8WLF3W9zkD52JHSh+z6iEQiuHbtGiwmGg6bAwBRlKSB7KjTYDCInp4eNDQ0KI+cmwGaplFfX4+kww1mWYTNZoMoimvVksUCi9pEEqGI1UpvjnT7L4Hb9xaMjowoI5TKTTQruaJOf/w8z6Ovrw+JRAJnzpyRnmJWpd9pzY3M9GvL/mQ1maJQRU2AwK/t/TWc8p+Sck1sNhw7dkwqAkqw9UEjakBBkZuq7BH37N2HNjWShrpjI3cAAC8IYP1VWAkGMTY2BovFouj+Xq83bxuEWSLpkMeDvt5eHDt2THd7tyiK+OpXv4r/83/+D/7zP/8Td999t67XGVgfdmxFvbi4iJ6eHrS1taE2mEQgxkBP0D8AuCxSJTQ3N4fr168rEaebCVEUMT4+DnMgiGaPJ6MtWQTHckilUojFYghHIjCb1iQAQhQK14pFLHoiCPBH3w5231swODiIYDCIM2fOrCvAvZybmzywWBAEnD59urD9L8clIfu15+fn8dOVn6Kqqgq1tbVZDhutipokSLxz3ztxxH0EV69ehdvtzorV1Z3PgSJhSoBSDav+Kk3SNpsN/rpa7c+QL+7YoEgSrppqNJ84kWUb7evrgyAI2L28AjMp2ScpswWe3/kdhDwe9Pb26l4wB6Rz9t///d/xkY98BP/xH/+BX/iFX9D1OgPrx44kavkil08y08CN9G8LkzRBEHjHyQZcavdjdHQUMzMzuPPOOzc90Svzcf/S7haYl1bXjhEETCaTMquR53ik0hNoIpEI5gf7YWWr8vKj1zZQoAGIpMCdfARM4zn0dneDYRicPXt23fPqSq2oU0wK13uvw2w248SJEyUlD2b6tfc17MPpmtNYWlrC1NQUBgYG4PV6UVNTg6Q1mfdaiqDwnoPvQbutHVevXlX88VqdiUVRRKPWGumVSdJ2u72wxa/EQKVM26g8ASbwb1+XJJJ4AsyDD2CRZXArff3U1dXp2j4AfPvb38aHPvQhfOMb38Cb3/xm3a8zsH7sKOlDEASMjY1BEARcuHBB8ehaaLIoWdjMFP7HxWYcqLWjr68P4XA4qyV6s5C5aHnmzBmYewc0/zbLj2y3g+d5pDxuTKdzNpxOp3JROhwOKYqUpFQ/CZG2gD3/YaR8B9B17Rpomq6YHl/K98jzPK5du4ZqTzWOHj1aVsdi5n4zHTaJREJZrL2+dB1BNqiQut1ix8OHHkajqREdHR2oq6tTl7o0psqrolhFrVKdy8FgDntGI0+hXHKdFb7aYiJBEHA7HEjZbHC63bC85z2Ys5gxMzMDgiAwNjaGcDiM6urqonbE733ve3j/+9+Pf/3Xf8V9992n65gMVA47pqJmGAZdXV2KPi1rlyRJwmIqfMFUOc344N2t8FsJdHR0gCRJnD17dtMDYpLJJLq6umCxWNZIsoThARRFoa6mGjUtp5QAoMXFRUxMTCjt7PtYDpac4bGixQ320kcRs9Sh88oVeDyeglN0NgpyJenf68exw8cqvh5gs9mUfG3bkg2v9r4qdUeGE7jLdReS00lcWbmC3bt3a8fTlkDUmpkrMnIWrVmWlQYO2LO7LStRUWv5qEWOA2EywfPI/0CkpgZz6Uq6pqYGgUAgSyKRm7SqqqqypKjnnnsOv/3bv42vfOUrePDBB/Udj4GKYsuJWm3AbS4ikQg6Ozvh8Xhwxx134Kc//SlGR0dRX18Pt9tdMEFvT7UdH7irFWATuHKlGz6fD4cPH950kgqHw1mNJMr+S277li7c3ACglZUVLC4uYmk5ADsTkObbWSygfU1g3/C/ERas6Lp6NcunWynoiTnNzO3Yt39fRfZf6CmKNkkOGp/Dh0cOPwIEgZGREVAUhZmZGcTj8TxdG5BayHWjmPSRUQ2zbLqSdjpgs+ZIVgXS83RX1FoavyjC/du/jWhtLXq6u3Hw4EE0NDQAQJZEEgqFsLy8jImJCfT39yMWi6G3txdtbW34yEc+gi9+8Yt4xzveoetYDFQeW07UxSBnabS0tGDPnj0QRRF33HEH5ufnce3aNZhMJoSDNrAsAdpkyrp0z7R68Ztnm7AaWEFfXx9aW1tLauSoFJaXl5WTvrW1Nds6VWqQkoqTIFOXpOd3g19KgWEYLHAuDFE/D9uNaayurqKtrQ3tWvP91oFin+d6czs091ukhdxtduMDRz8Ac9KM7rFuZdFY7hzN1bVra2tBF8mBydp/MekjTfpy+qHD6YRNxZ9fEY1aYxukzYZYfR260yStlqFOEAS8Xi+8Xi/27t2LRCKBn/70p/j+97+P3t5e1NXVobe3F62trbh06dKmXz8GtjFRy63cIyMjOHLkCOrq6iCkT3z5ouJ5HoFAAC+/NIlQOAICgNligdVixttONOHeo3WYmZnB6OgoDh8+jPr6+k1/H7OzsxgaGsKRI0fU91/yJPLCFRZBmaTV/eYzoM9+ENGZW4pla2JiAqFQSLudvUwUIky9uR2VhtvsxoeOfQhiVER3XzZJaenaIyMjcEejqInFYLaYQdOmwisfOqaHMyyDcChc+P0XWkwt4BzJgob0EQwG0d0t3aT0Drqw2Wzwer0YGxvDpz/9aTQ1NeF73/sePv7xj+Py5cv6jsdARbHlRK0mfQiCgMHBQSwtLSkLfjJJZ0oWck5ESxODycQyWJYDz6ZwzhOFY/k6Xn55DAzD4M4776xc0L9OyMNzZ2dncfLkSe2oyBLnHBYM+wcAggTfchfYEw9jamYWU1NTyjzKWCyGpaUlJcLS4/EoNz29o9BKQSKZQCwa05XbUQ4KVXa7HLswPz+PgYGBgu6GTF2bZVksdXcjLvBrfm1zOl/bbMq/IRX67tLe73A4DKfLCaulQLhUgXWKUl0fmVhdXUVXVxf2799fUrfp1atX8Wu/9mv45Cc/id/7vd8DQRB46KGHdL9+I/DmN78Z73znO/G+971vS49jq7DlRJ0LedGQ53mcP38eJpNJWTTUujBNlOT6qHLZ8D/vOoRGN42uri7E43FQFIXu7m5UV1crmuRGdR7KEAQBAwMDCIVCOHv2bGGPcqkDbouEMvEH7gNffyeGh4cxPz+PU6dOwe12AwAcDgccDkdWO7s8fixrArnOKSrKW8ixBGZFtOZMRZF/v9G4mR6ZVkp2hclkQnVVFVZdbohI+7VTTH7wv8UsRbsWaHhZWlhAOByGy+Uq/uRSQKPW6+vOdX2srq6is1OabVlKj0BXVxceeOAB/Omf/qlC0luNr371q3juuefwzne+c6sPZcuwrYg6Go2is7NTmewtV9uFSBoAzDSBXV4rPnh3K2wkrySQ3XXXXaAoSpmHOD4+rqTZ1dXVoaampmCjRTlgWRbd3d0QBAFnzpwpfpGWuphYrNut7g709/UhEongzJkzmpVyZjs7y7LKYmRHRwdMJlPWQIRiC69ZDhOIiEVjSKVS+RGtFYaW5CK3xJf1JJV+ciNASFkappyW7UQ6+N9EwxKtgiUez/uMFxcX0d/bi316SBqFNWq9g2kzpY9QKISurq6SBxD39fXhrW99Kx599FF85CMf2RYkHQgE8NGPfhQHDhzY6kPZUmw5Ucsng7xo2NzcjPb2dmnydZFKWsbhehd+6WANkrEIrvT0KB5ZmWBkTXLv3r2IRqNYWlrC9PQ0BgcH4fP5lIW49Wq2co6z3W5XWpKLomSi1r5w5UYgnuclj7ZO+6HJZEJ9fT3q6+shCEJWZ5soiko7clVVlfp7Sn89co42y7LqEa0Vhtp5MTExgcnJyfJb4lUWE/NbtqUckngyhZdffll5GqmpqUEikZDkloMHQfzgh/r2WTDTWqf0kSbqUEiKj21vby+JpAcHB3Hffffh93//9/FHf/RH24KkAeCjH/0oHnzwQSQSia0+lC3FlhO1vGg4PDysLPhl6tF6Tpj2Ggfm5+cxODiIvXv3orm5WfNvnU4nnE4n2trakEgksLi4iPn5eQwNDcHj8SikXao7IRQKobu7G3V1dThw4IDuE10s2Z6nXlHLHm2r1Vpyt18mSJJUSEcURWUgwvDwMFKplOK1zXwaIUAoY88EXtCX5VwBZFXy6TWBmzdv4vTp03DJAyNKhY6BAxRJwWa1wdO4C3t/7ueUG1tHRwcEQUBVVRVISNnius6DQt+VHumDJEE4HAiHw+js7MSePXsKXgO5GBoawn333YdHHnkEn/jEJ7YNST///PP48Y9/jP7+fnz4wx/e6sPZUmw5UY+MjGBqakq5uNQWDQtBzsyYnp4uKQEMkBaSWlpa0NLSglQqhcXFRSwuLmJkZAROpxN1dXVK118hyNNg2tvblWGeulHiYqKa9BGLxdDZ2Qm/36+MDKsECIKAz+eDz+fDvn37EI1Gsbi4mPc0kmSlSdmANMR0sz3qoihiaGgIi4uL684t0ZrKogqSUp5GRFHE4uIi2tvbwTAMhm/cgG9lJU/XVsO6FhNJEu73vAdxiwXXrl1DW1tbSefg2NgY7rvvPrz73e/GJz/5yW1D0slkEh/4wAfwhS98QVljeT1jy4m6oaEBDQ0NsFik8Ha9VTQgtSMPDg5idXV1fVUUJM129+7d2L17t7T6v7SEhYUFjI+Pw2azoba2FnV1dXlZ0bIeKlsIS0api4k5FfXq6iq6u7vR1NSkHpNZIRAEAZfLBZfLlWVru3XrFoaWh8BxXFa3aMG3UEqeRgE4TU6IopgVLrVun3YJI7xke568cJmZG8P6fFj672fzdW2zSr52oYaXQvY8koT7N38T7L696EyTdGtrq+7Dn5ycxH333YcHH3wQf/3Xf73pN9hC+PM//3OcOXMG995771YfyrbAlhO1PK26VJJmGAbd3d0AUJFgoUyYTCal60/OjV5cXMTVq1dhNpuVhbaFhQXMz8/j5MmT8Hq95e2sVHteRkUt68ilLhpVAjabDTU1NZiZmYHX64Uj7pCmbK8mpLb+dNqfnB1dabxh1xvwhvo3oK+vD9FoFKdPn66MT7ukFnIKs7OzGB4ezlu4JAQhL4qUYVKSiyQWA0VRUoytxVxwUoxmRU0QcL/7XWD378O1a9fQ0tJSEknPzs7i3nvvxZvf/GZ87nOf21YkDQBf+9rXsLS0pFxX8Xgc3/zmN3HlyhV8/vOf39qD2wJsKVGLoohjx46hsbERDzzwAB544AHVQbK5iEaj6O7uViIqN3LRSs6Nrq+vV1q1FxYWcO3aNQBQGnH0VJKqKFGjFs1SiJRMEGVX8uuE7NCpra0F5aVwbfQabFYpU1stO9pitkjjowhi3fa8X9z9i3hT05vQ29uLVCqF06dPVy63pYTOxFAkgtHhYZw4cSLPJ59rq6NIEjarDTarDYIogGVYpJgUQqEQpnt64Un3BORNsFcjaoKA612/Ae7gQVzr6EBzczPa2tp0H/etW7dw77334ud//ufx+c9/ftuRNAC8+OKLSq4PAHzsYx/D+fPnDR/1VoAgCFy7dg3PPPMMnn76aXziE5/AsWPH8La3vQ0PPPCAanDOysoKent7sXv37g191FcDRVHwer2YnJyE2+1Gc3MzgsFgljuitrZWWkzSe/KXIH1we38Z3KEHMT42hunpaVWC2AzI9q/du3djz5496FjsUH5HEAQsFgssFgucTidYViIkZSCC2YzFxUXY6+1lWffe0voW/Fz9z6G7uxs8z+PUqVMVtVhqRZPmIpFIYCWwov00VaAyJwlS+YxEiKg+sB8BklQm2FdVVSkT7PN81AQB12/8BvjDh9HR0aF8B3qxsLCA++67D+fOncOXvvSlDXfmlItc77fT6UR1dbVuT/zthi2XPurr6/HBD34Qv/u7v4vl5WV8+9vfxtNPP41PfepTOHDgAN761rfigQcewKFDh/CFL3wBjY2NOHPmjO522EoiFouhq6srq5Kvr6/HwYMHsbq6isXFReVik0m7urq64MWgx/UhggB/7NfB7n0zbty4geXl5S2JaAWkG2VPT0+Wu0brZpmZHS06pYEIDMNgYnICU0NTWdPZi1XEBAg80P4AzlWfU0ZnnTx5svI+bR2LifFEHPF4HI27m7UlL72NKiDgq6pG7Z42HDhwIG/BtnlpCRaKknRtmobrN94J4egRXOvoUNYl9GJ5eRn3338/jh07hieffHLbkrQannzyya0+hC3FlhO1DIIgUFNTg9/5nd/BI488gmAwiO985zt45pln8Nd//ddobGzE8vIyPvOZz2xJZoe8aLdr166sAaTyscvuiP379yMSiWBhYQGjo6Po7+9HVVUV6urq8pLaABSfyEJS4E79DtjGc+jr7UU8HsfZs2c3NTdDhtySffjwYSWBTS8yByKcPXsWNEtjcXERN2/exPXr1xVrJCMy+a8lCPz63l/HHb47pNFrFguOHz++MURTpKKOx+NIJBLwerywObTb7kuZFCMvSuYu2CaTSSz8x9NgkklEYzEkf+HnYXO5sHDlSskkHQgE8Na3vhV79+7Fv/7rv254d66BymJbflsEQcDv9+N973sffu3Xfg1vf/vb0dfXhze+8Y34gz/4Azz22GN461vfigcffBAnTpzYcI1tYWEBAwMDuhbtMsPs9+7di1gshsXFRSWpTa4ia2trpSqyAFGLtBXs+Q+D8Uth/wRB4MyZMxXvptSDmZkZjIyMqA7ALWdmosPhQFtbG9ra2pBMJpV29sGFQQT5oBLTajFZ8O4D78YB5wF0dHTA6XSue+BAwUMrIFnE4jEkE0l4PB6J6IpkfeiGxg3HYrHAZrHAZrXC9qsPItDSgtHRUYiiiLm5OeXJLU/XzkEoFMIDDzyAxsZGfOMb39j0HHYD68e2JOpMPP300+A4TomjjEajePbZZ/H000/j3nvvhd/vx/33348HHngAZ8+erWiVJTfjjI+Pl+zRBiTSlhts9uzZg3g8jsXFRSUUyev1otHGYDfP5x23aPWAvfQxxC216Lp6FQ6HA0ePHt30x1VRFDExMaGEO6k96mv5g/XCarUq1sjwdBg3hm+AYRhEQhGcd58HvUDjtYHXUFVVhSNHjmzsuoSKdVAEEI/FkEwm4fF6QKd9z0TB9LwSZi9qVbccJ2nSb38I4okTmEpr0u3t7UojkpqunUnEkUgEDz74IPx+P55++umKuqMMbB62PVH/1m/9Fn7zN39TeVRzOp14+9vfjre//e2Ix+P4wQ9+gKeffhoPPfQQ7HY73vrWt+Jtb3sbLl68uK7HO7mJYmFhYV0TujNht9vR2tqK1tZWpYpcmeqHIxAATdPKAhPx/2/vzMOaurY2/oYhhDGMoqIiKmVQQSbrgIKKomW21qF6e9Fab6V6q9apftY+bdXWViu2dai3Xr11vJVBnCdAHFGZZVAExYKgBARCGJKQ7O8PmnNBISRMYdi/5/GP4Dkn60R5s8/aa72LawGx+xpU/mX2Lxs20NnNCIQQxtyprXXqja4rp+pDQ0MDHA4HXF0ugm2CoV2ljezsbAD1OdbMzEz06dOnxVVkq3ltJdycSAOQv6JWqh676euQujroz3oXxMmJGR8mS7uZmJjAxMSkybw2l8vFzZs3MXHiRGzYsAHa2tqIjIxUSbqM0j50eaFmsVjNCq6Ojg5T1ldbW4vo6GiEh4djwYIFUFdXZ4r5J0yYoFS6QCKRIC0tDTU1NRg9enS7mt3LkK0iBxlqQqPIBEKRCCKhEC8lBijo5w2dpy9RXFzMDEzobJGWWc2Wl5fLNXcCWjeFXB7aGtpYMnwJjGCExNxE5jOoqKhotGHb1PTxNtOgPI+gfgNZKKwF19AQGq8Lqhz3PIV9pCHf9B8uLkiUM+Oxqbx2fn4+oqKi8OWXX0JLSwshISHIyMiAq6trlyzFo7RMlxdqReFwOPDx8YGPjw/EYjGuXbuGsLAwLF68GGKxGL6+vggMDISnp6fcxz+hUIiUlBSoq6t3Sj6YqGlATU0N2hwO2IPHQN15CfjPCpgBpEVFRZBKpejTpw8MDAw6RbBlX1S1tbUKOQC2Z0OLnqYeQkaGQLdOFwlJCcxUHgCNNmxlq8i8vDxkZGQw7exmZmZtWzn+tRImAKoEAohEIhhymzaYkjfhhbTgctiIZoS6pqYGCQkJMDMzU3h8mmwBwOVy4eLigqVLl+LKlSuYNm0aoqKi4OHhoXhc7URpaSkePXqEt956q9eW17WVHiPUDdHU1MTUqVMxdepU7N69Gzdv3kRYWBiWL18OgUCAd955B4GBgZgyZUqj1bJAIEBycjIMDQ07b/jrX7/sksETUee8CEX5BSgsLGQ63WT2o7KSNNlGpJGRUYeItsymFQBcXV0V+qJSVqjlpT6czJzw6tUrJKYkNmuw9foqsrq6GjwejzHXMjAwYMojlfX9IBJpI5HmGnKh3pwgt9VMSXY/TTwx1tTU1E9rNzVVyuRLKBRiwYIFKCsrw5UrV2BkZITg4GCIxWKVrKZPnDiBpUuXYvDgwXj06BH+/e9/92pf6dbSI4W6IRoaGvD09ISnpyd27dqFO3fuIDw8HGvXrsWrV6/g7e2NwMBAAMD+/fuxa9euN8rvOhQ1TdTZBqDOfibj/tYwJy4TZqlUilevXqG4uBhpaWmN/s7Y2LhdfgmFQiGSk5PBZrPh6OiocA5Y2c9KnteHbL6kjY2NwlNJdHR0GHMtkUjEVJDIfFpkoq3IEwmRSiAQVEIsEssXaUBu6kM5c6fG/3a1tbVITEyEsbGxUnsTYrEYwcHBKCwsRHR0dKNmKFVUCpWXl2P58uW4ceMGRowYgcOHD2PdunVUqFtBjxfqhqirq8Pd3R3u7u7YsWMHEhISEBYWhs8++wylpaWYMmUKkpOTmenmnYKWHsR2QcjMyGCMhZpaBaqpqTGdWXZ2digrK6svZ8vMhEQiadQV2ZpNNtkKjsvlKv000V6pj5cvXyI9Pb35+ZIKwGazYWFhAQsLC9TV1TX5RGJmZgYjI6M37pEQgvw//wTEYnANDaHe0sAEeZ+zEqmPhivq2tpaJCQkME6Iiop0XV0dPvzwQ+Tm5iI2NpYxh1IllZWVCA0NxYgRIwAAjo6OKCsrU3FU3ZNeJdQNUVNTg5ubG65evYqamhrs2rULz58/x/fff4+lS5fCy8sL/v7+8PHxgaGhYYetsOvq6pCWlgaRSKSwuZSsztzY2Bg2Njbg8/koLi5u5BktEyRFKl8a+nYo85jdMJ62IitZbKpOu7VoaGjA3Nyc8WORfbmlp6dDKpUyvtqmpqZgsVjIzMyESFCFftyWRRqAXDMlZVIfsuksQqEQiYmJMDIyUkqkJRIJPv74Y2RkZCA2NrbdPr+2MnDgQMyfPx9A/Wp/+/btmDlzpoqj6p70WqGWIRAIcP36dTg6OgIANm/ejIyMDISFhWH37t1YtmwZPD09ERgYCF9fX5iYmLSbaMvmQ2poaMDV1bVV5YQsFgtcLhdcLpeZYNNwk01WGdFcm7ZsAOqgQYNaXV3S1hy1rJmmI4cQq6mpMSVttra2qKioAI/HY7pHNTU1QQjBiEEDIfmrHLAl5G4mKpr6+MsxUigUIiEhAVwuF/b29kqJ9PLly3H//n1cu3ZNJV27LZGamopJkyaBzWbj4cOHqg6nW8Ii7WUO3AOR1RGHh4cjIiICqampcHd3R2BgIPz8/GBubt5q0a6urkZSUlKrUg2KIuuKLC4uRmVlJQwNDZlZkRwOh8kHtzQVpyWyXmXht8zfFD5+g+sGmHDqH83z8vLw9OlTODk5td4qtg1IJBKkpKRAIBDUP83cvAXj9Af1vtFabLk5ar2gQOh4ejb5d9WxsRCcimrx/XXfmQENT08kJiYyHjKK/p+SSqVYuXIloqOjERsbq/zQik6CEIKUlBSsXr0aBgYGiIyMVHVI3Q4q1Aoi69CTifb9+/cxduxYBAQEICAgAP3791f4F4zP5yM5ORn9+vXrtI3L2tpaRrTLy8uhra2NmpoaWFtbt/kXPKssC79lKCfUxlrGyM3NRUFBAZydnVUyxUMqlTJliM7OzmCz2Sg7fQb8c2chEoogEouhoa7O2LSqa2g0enbQmzkTOh4Tm7x21dWrqDpzVu776073huaUKUhISGg00FnR2NetW4czZ87g2rVrSjnoqYr8/HxYWlqitLRUJa6P3Rla/a4gLBYLQ4YMwZo1a3D79m08efIE7777Lk6fPg07OztMmTIFu3btQl5eXotVDQkJ9fXBitbGtgccDgeDBg2Cq6srM6FFT08Pjx8/Rnx8PJ48eQKBQNCq6StqSvw3cunjAkO2IbKzs1FYWAhXV1eViLREIkFqaiqEQiFcXFyYtJCmxl/zELlcmJgYQ1tbG5I6CcrLy1H26hUEVVUQi8UgkN9C3pILn473NGhOmYLExETo6ekpvZLeuHEjTp06hejo6C4r0jExMVizZg3zWpbao003ytPrc9StgcViYdCgQVixYgU+/fRTFBUVITIyEuHh4di0aRMcHByYlXZDT+28vDzk5ua2yn2uPWjo2+Hq6gpDQ0OIxWKUlJTg5cuXePr0KTgcDjN2TF9fXyHxUFRgxvUbhyCrIDx8+BClpaVwdXWV2/HYUchEuq6uDs7Ozo1L1xq0kKux1MDhcMDhcOoHIohFEAlF4PP5AIDyggIY83hN+o/Lmx6uM3Uq2F5eSExMhI6OjlImU4QQfPPNNzhx4gRiY2NhbW2txJ13Lra2tggMDIS1tTVmzJiBjRs3Ytq0ae1ix9DboKmPdoQQgpKSEka0Y2NjYWtrC39/f/B4PNy9exenT59WSXdWQ98OZ2fnJn07JBIJM3aMx+NBU1OTqdWWV/mSXZ6NX9N/lfv+nhae8LH0QUZGBvh8PlxcXFTiPSHLSUulUjg5Ob2xgSs4fRrV0TFyr0FAIBbXoXrSJLzsaw6xWMxU2piYmEBTUxOCs2dRfeXqG+fqeE2B1vTpSExMhLa2NkaOHKmUSH/33XfYt28fYmJiMHLkSMVvXEVcunQJK1euREFBAby9vbFnz54uU5XSnaBC3UEQQlBWVobIyEhs3rwZL168wMiRIzF58mQEBQV1XucjGvt2ODs7K7SKlUqlTA0yj8cDi8Vq1BXZMPbH5Y+xL31fs9fyHuSNKRZT8ODBA9TU1DRKNXQmdXV1SElJASGkSZEGAMGpKFTHxip0PYMF86Hl6orKykrmc6qqqoKxsTFM09LATkxq9DnpTJkMrRkzkJiYCA6HAwcHB6VEeufOndi5cyeio6MxatQohc6j9Axo6qODYLFYMDQ0xOXLl6GpqYn4+Hg8ePAAERERmDx5Mvr168eMHOtIT21lfTtkqKmpMXXGUqmUmWCTkZHxRoONPJtTfyt/uPd1Z0ZnKdqW3t7U1dUhOTkZampqcHJyarYpSNFRXAAANfU3/MdlVrYVZWVQe/UKmhoaYGuxoe/lBa0ZM5CUlMQMPlBGpH/55Rfs2LEDly9fpiLdC6FC3YGoqalh2rRp2L17N0xNTeHo6IgFCxZAIBDg/PnzCA8PxzvvvAMTExNm5Jibm1u72Xe2xrejufto2GAjc7HLzs6GSCSCUF8IoVAINpvNpEdYYGHWsFlwMXFBUlISWCxWx4zOUgCxWIzk5GSoq6tj1KhR8j9fJYbboonNRJmVbeXAgah68hRCkQgCOzvkGBuDdf06tLS0lGoqIoRg//79+Pbbb3HhwgW4ubkpHh+lx0BTHyqmuroaly5dQnh4OM6dOwddXV3GU3vs2LGtFjahUIikpCTmEbsjvJsJIRAIBEjMS8R/8v4DqUQKTU1NaHO08YH9B3A0cURSUpLS3iHtiVgsRlJSEjQ1NRWKofLkSdTcvKXQtbkffggth6bzxJX//QM1t29D22MitP39kZiYCKlUCh0dHZSWlkJTU5N5KjE0NGxydU0IwaFDh/D555/j7NmzmDix6VJASs+HrqhVjI6ODoKCghAUFITa2lpcvXoV4eHheP/996Gpqcl4aru7uyu8Im6Lb4cyyFzsLC0tYVxhjDpJHSQiCdw13FGRUYEbrBvQ0dGBnZ2dSkRaJBIxqQZHR0fFPoc2rqhlEKkE2hPrRfr1L4qGBluyCfYNNyPV1dVBCMGRI0ewfv16nD59mop0L4cKdReCw+HA19cXvr6+EIvFiI2NRVhYGBYtWgSJRAIfHx8EBQXB09Oz2c04gUCAxMREmJubt8q3ozXIctQ6bB0sdFyIgVoDcf/+/fppNSwWbt26xQyv7dOnT4cMYngdkUjElL8pV1mhRI5aTm6e4+oKNSsrJuXScDXf0GCLENIolZSdnY2TJ0/Czs4Ohw8fRkREBCZNmqR4TJQeCU19dAPq6upw48YNhIWF4dSpU6iqqoKPjw8CAgLg5eXFlLk9f/4c2dnZsLS0hJWVVac10zyrfIb9Gfux2H4x+qj3QVJSEkxNTRmLTqFQyHRFlpWVQU9PD+bm5q3yi1YEmUjL5kwq80TBP3YMtXfvKXSsYchSsG1smvw7iUSCpKT6qo8W8+J/QQhBbm4utmzZgqtXr6KiogIeHh4ICgrCokWLVFJzTuka0BahboCGhgYmTZqE3bt3488//8SZM2dgZmaGNWvWYPDgwQgODsY333wDNzc3cLncTh/dpaOhg5ARITBlmSIhIQF9+/Zt5KOspaWFgQMHwsXFBR4eHhg0aBAqKioQHx+P27dvIycnB3w+v1Vdka8jMzdq9bRyZVIfzVxbIpEgOTkZLBZLYZEG6lNJDx8+xNmzZ/Hbb7/hyZMnCAgIwMWLF1WyCRsVFYUhQ4ZAQ0MDb7/9NrKysjo9Bko9Hb6ilnWgxcbGYvDgwS0eHxcXh48//hg8Hg8bNmzAqlWrOjK8bo1UKsX9+/exefNmnD9/HnZ2drC2tkZAQABmzJjRbsNoFaGiooJx4VN0NV9XV8c02JSUlIDNZjPpES6Xq/SXjcxwX5abb82XFf/wYdQmJCp0rOGn/wT7tfbthg01zs7OSuXmL168iL/97W84ePAgZs+erVTc7U1ubi7c3Nywb98+eHh4YPny5Xj+/Dlu3VJso5XSvnToirqkpAS+vr7Iy8tT6Hgejwd/f3/MmzcPd+7cwdGjRxGrYPNBb0RNTQ2ZmZm4du0aTp8+jd9//x12dnbYtm0bBg8ejDlz5uDo0aMoLy9vl9Vqc5SVlSEpKQlWVlZKreY1NDTQt29fODg4wMPDAzY2Nkwp3fXr15GVlYXS0lJIpS3njWWG+7Ixaq19oiBKrKhZr62oX+96VEakY2Ji8MEHH+DXX3/Fe++9p/B5HUVWVha2bt2K2bNnw9zcHEuXLkVCQoKqw+q1dOiK2svLC35+flixYgWePn3a4oo6NDQU+/btQ1ZWFlgsFqKionDy5EkcOXKko0Ls9iQnJ6O6uhrjx49nfkYIQXp6OsLCwhAZGYlHjx418tQ2NjZut9SIzCr1rbfewoABA9rlmg1N/ouLi0EIadxg85pAyqpclJ2K0hQVhw5BmJyi0LFGn62C5l/2sK/7hyiTqrh+/Tree+89/PTTTwgODu70ifOKsG/fPvz888/IyMhQdSi9kg4V6idPnjArLEWEeuHChdDW1saePXsAAEVFRZgyZQoyMzM7KsQeDyEEjx49YuxZ09LSMGHCBMZTu0+fPq0WBtm0FDs7uw4zmZJVRbx8+RLFxcWMr4a5uTlMTEyYjUMzM7N2qXKp+Pe/IUxNU+hYozWroTlgAKRSKVJTUyEWi5UW6du3b2PmzJn44YcfsGTJki4p0iKRCPb29li5ciU++eQTVYfTK+nQ1Iey9ot8Ph9WVlbMawMDAzx//ry9w+pVsFgs2Nra4v/+7/+QkJCAhw8fYvr06Th27BjjarZ37148f/5cqfRIUVER0tPTMWLEiA51ApS14tvY2MDd3Z1x3MvJyUFcXBzu3LkDXV3ddttAJQqkWZjY/qqJTk1NhUgkatY/pDnu3buHWbNmYcuWLV1WpAFg48aN0NPTw5IlS1QdSq+lS1V9aGhoNPKi4HA4qK6uVmFEPQsWi4WhQ4di7dq1uHPnDnJzcxEUFIRTp07Bzs4OXl5e2LVrF549eyZXtAsKCpCVlQVHR0f06dOnU+OXeWrIqikMDAwgEolw/fp1JCUloaCgAEKhsPVvoqBQa7k4g2VmhrS0NAiFwjftUlsgKSkJQUFB+OKLL7Bs2bIuK9JXrlzBvn37cOzYMZV4tFDq6VINL8bGxuDxeMzryspKlbis9QZYLBYsLS2xcuVKrFixAoWFhYiMjERERAQ2bdoER0dHxlN76NChjJA8fvwYBQUFcHJyUtmUDllTz4ABA5jYZGZIsiG5XC6XqdVWyk5Vgc1ELWdn6L3/PtIzMlBbWwsXFxelRCwtLQ0BAQFYu3YtVq1a1WVF+smTJ5g/fz727t0Le3t7VYfTq+lSK2o3NzfEx8czr1NSUmBhYSH3nNLSUlhZWSlcWeLn5wcWi8X88fLyakvIPQIWiwULCwssW7YM0dHRKCgowEcffYSbN2/C1dUV48aNw7fffouQkBAsXrwYLi4uKhPpyspKJCQkNBJp4H9mSKNHj4a7uzv69u0LHo+Hmzdv4u7du3j69CmqqqpafgOp/OnhWk6joDe/XqSrq6uVXklnZmbCz88Py5cvx/r167usSNfU1MDX1xeBgYEICAiAQCBo9QQgStvplM7E1zcT+Xw+tLW13/gPXlJSgoEDB+L8+fPMhpeVlRV+/vnnJq9bUlICPz8/xMfHK7RZCQD9+/fH5cuXmQoFTU3NDumO6wnIPLVPnTqFzZs3o6ioCCNGjICXlxeCgoJgb2/fqWOV+Hw+kpKSmInpiiASicDj8VBcXIzS0lLo6uoytdp6enpvCGXZL7shfvy4yWtpjXKE3oIFyMjKQlVVldK+2o8ePcKMGTOwaNEibNmypcuKNACcOnUKQUFBb/xc0d8zSvuiktSHg4MDQkNDERgY2Ojnpqam2LFjB7y9vcHlcqGrq4sDBw40e525c+di7ty5jVbh8igoKAAhBCNGjGhL+L0GFosFIyMj3Lt3DxKJBLdu3UJGRgYiIiLg6ekJCwsLZsU1atSoDhXtiooKplZbGaFgs9mwsLCAhYUF6urqGNHOy8uDlpYWkx4xMDCoF85mvD60HB3aJNI5OTnw9fXF/PnzsXnz5i4t0gAQGBhIV89diC7p9ZGTk4OsrCx4eHjIHXyqbPlfZGQk/vGPf9RPmy4rg5+fH/bu3UsnIrfAL7/8An9/fwz6q2YYqE9ByDy1L1y4AFNT00ae2u0p2jKRHjJkSJsnpsuQSCSNJtioq6vXd0RGRUGtsKjRtHGtkSOh//cPkPHwISorK+Hq6qqUSOfl5WH69OkICAjArl276HBXitJ0SaFWFkWF+rvvvkNcXBy2b98ONTU1LFy4EE5OTti7d2/nBNpDqa6uxsWLFxlPbX19ffj5+SEwMBBjx45tk8VpeXk5kpOTMXTo0EZfFO1JQ9vRugMHoPmyGGwtNrTYWtB1cgJ3YTAyHz1iZj0qOiUHAPLz8+Ht7Y3p06djz549VKQpraJXCfXrxMXFYdasWY0qTShto7a2FleuXEFERASioqLAZrPh5+eHoKAgjB8/XqmNt7KyMiQnJ7dr12NLvNrxI2pycyEUCVHZty9KPTzA1taGRCKBm5ubUg52RUVF8Pb2xsSJE/Gvf/1LJZ7clJ5Br/56NzQ0RElJSdvqbimN4HA48PPzw8GDB/HixQv85z//AYvFQnBwMIYOHYqQkBBcuXIFIpFI7nVevXqF5ORk2NjYdJpIAwAIgaamJoxHj8aITZtgZGoKsVgMNTU13LlzB6mpqSgqKoJYLJZ7mZcvX8LHxwdjxoyhIk1pM71KqGfNmtVo4/H+/fvo27evUo+yFMVhs9nw9vbG/v37UVhYiJMnT0JHRwdLly6FlZUVlixZgvPnz6O2trbReaWlpUhJSYGtrW2L5ZntDpGCbWcHg+CFeJSTg6qqKowdOxbu7u54++23oaenh7y8PMTFxSEpKQnPnz9/40tHVo3k6OiIQ4cOUZGmtJkemfporvzv66+/xoULFxAaGgoej4ePPvoIISEh+OKLL1QQde9FVkESHh6OyMhIVFRUMJttVVVV+P3333Hw4EH079+/02MTRJ2GzowZeJSbw1j0NtUwI2uwKS4uBp/Ph56eHuLi4uDt7Y2lS5diyJAh+OOPP2g3H6Vd6JEragcHB5w7d+6Nn3/++eewt7fH1KlTsWLFCixduhSff/55s9dpjXF6XFwc7OzsYGpqih9//LFN99FTUVdXx8SJE7Fr1y7k5eXh0qVLGDhwIFatWoWQkBAYGBjg1q1bqKys7PTYdP398Cg3ByUlJXBxcWm2q/H1Bht1dXVERUVhwoQJ+PPPP/H2228jPz+/k6On9FR6hFATQhptJObl5b1Row3UN7ccOHAAfD4fOTk52LRpU7MmOrm5uVi4cCG+++47PH/+HJaWlli8eLHcOKiftvKoqalhzJgxGD9+PCorK7F161Y4ODhg69atjKf2sWPHOtxTG/if02BJSQlcXV0Vnu3I4XBgY2MDDoeDiRMnYuvWrbh+/TpsbW1x9+7dDo1ZHsp27XYkhw8fbtS/IBAIwOFw8PDhQxVG1X3oEamPjuDs2bMoKCjAxx9/DACIjY3F9OnT5W48Uj/t1rNixQpMnjwZ/v7+ABp7akdERCA7OxuTJk1CYGAgfHx82tVTW/Z+2dnZKC4uVkqkgXrRmTlzJthsNs6cOcN0upaXl0NfX18lOerWdO12JHw+H3369EFqaipsbGxw8uRJbNmyBSkpKSqNq7vQI1bUHYGvry8j0kB9+++wYcPknpOamorJkyczAjJ69GgkJSV1aJw9hdDQUEakgfp9h5EjR+Krr75CWloaUlNTMWHCBOzfvx9DhgyBv78/Dhw4wAwWaAuEEDx+/BgvX76Ei4uLUiJdXV2N2bNnQ01NDadPn25kR2BoaKiyjURZ125XwcDAANOnT0d4eDiA+hb1OXPmqDiq7gMVagUQiUTYvn07QkJC5B5H/bQ7hoae2omJicjKysK0adNw5MgRxlN73759KCwsVFq0CSHIycnBixcvGK9rRamtrcW8efMgFApx9uxZ6OnpKXtrHcb+/fvx6aefqjqMRsyePRsREREQi8U4f/68yudCdieoUCuAosbp1E+742GxWBg2bBjWrVuH+Ph45OTkIDAwEBEREbC1tcXUqVPx008/4c8//2xRtGUiXVhYCBcXF6VEWigUYsGCBSgvL8f58+flWh2oAmWHdnQG/v7+yMzMxMGDBzFs2DAMHTpU1SF1G6hQt4AyxunUT7tzkXlqr1q1Cjdu3MCzZ88wb948XLp0CSNHjoSHhwd+/PFH5ObmviHahBDk5uaisLAQrq6uSjkoikQi/P3vf0dhYSEuXrxIvWIURE9PDzNmzMDatWtp2kNJqFDLQVnjdGX9tFtT/kf9tJtG5qm9fPlyxMTEID8/H4sXL8b169fh4uKCcePGYdu2bXj48CEIIdi2bRuysrLg4uKilEjX1dVh8eLFePLkCa5cuQITE5MOvKuex5w5c8Dn82naQ1kIpUmqq6uJnZ0d+eijj0hlZSXzRyqVkoqKCiISid44h8fjEQ6HQ2JiYohYLCY+Pj5k2bJlTV4/JyeHGBkZkf/+97/kxYsX5L333iPjxo1rMa5+/fqRBw8ekLKyMlJWVkYEAkGb77UnI5VKSUlJCTlw4AB55513CJvNJm+99Rbhcrnk6NGjpLKyklRVVSn0p6KigsydO5fY2dmRoqIiVd+aQgAgT58+VXUYhBBCcnNzyaFDh8j48eNVHUq3gwp1M0RGRhIAb/x5+vQpsbS0JJGRkU2et3v3bqKpqUlMTU2JpaUlefHiRZPHnTlzhuzdu5d5HRMTQ9hsttyY8vPzSd++fVt9T70dqVRKNm7cSPT19Ym3tzfR1tYm1tbWZPXq1eTmzZtyRZvP55MPPviAWFtbk4KCAlXfisJ0JaEeOXIkMTc3J9evX1d1KN0OKtQdwOPHj8np06dJRUWFwufs3buX2Nvbyz0mIiKCmJmZEQsLC6Kjo0PmzJlDXr161dZwew3x8fHExMSEpKamEkII4fP55Pjx42TWrFlEV1eXDB48mPzzn/8ksbGxjUS7srKSfPjhh8TKyoo8e/ZMxXehHF1JqCmthza8dAFEIhHs7e2xcuVKfPLJJ80eR/202w6Px4OZmdkbP6+qqmrkqc3lcuHn54eAgABERkbi3LlzuHbtWpespqD0fKhQdwHWrl2Ly5cv4/79+0qZ+FA/7Y6hpqaG8dQ+efIkJBIJHjx4AGtra1WHRumlUKFWMVeuXMG7776L+Ph4hSpLGpKamopRo0ahtraWWrV2EFVVVUhJScH48eNVHQqlF0PL81SIsuV/1E+789HV1aUiTVE5VKhVRE1NDXx9fZkp3gKBAAKBAIQQ8Pn8JieIODg4YOXKlbh79y7Onj2LL774osW2dqDeRe327dsoKSnpiFuhUCgdjQo3Mns1rSn/E4lEZNGiRURfX58MHTqUfPXVV0QsFst9n+PHjxNDQ0MyatQooq2tTY4fP95ibNeuXSO2trbExMSE7Nixo7W3SKFQ2gmao+7BlJeXw9raGrGxsRgxYgQOHz6MjRs34tmzZ82ew+PxMGzYMHz22WeYN28e5s6di+3bt2PSpEmdGDmFQmkITX30YCorKxEaGsoYtjs6OqKsrEzuOUePHkW/fv3wxRdfwNraGps2bcKBAwc6I1wKhdIMVKh7MAMHDsT8+fMBAGKxGNu3b8fMmTPlnkM9tSmUrgcV6l5AamoqzM3NcfnyZYSGhso9lnpqq5709HS4ubnByMgIa9as6fARZJSuDxXqXoCDgwOio6MxfPhwLFy4UO6x1FNbtQiFQvj5+cHFxQUJCQnIzMzEoUOHVB0WRcVQoe4FsFgsODk54dChQ4iKipKbp6ae2qrlwoULqKiowI8//oihQ4di69atdI+AQoW6JxMTE4M1a9Ywr2UT19XUmv9nV9ZTWwat1W4fUlNTMWbMGGbajIODAzIzM1UcFUXVUKHuwdja2uLXX3/F/v37kZ+fj/Xr12PatGngcrnNNtX4+/vj5s2biI2NRV1dHbZv3w5vb2+573PixAkMGzYMn3zyCQYNGoQTJ060GBsdgNA0r+8RsFgsqKurt1itQ+nZUKHuwfTv3x8nT55EaGgohg8fjurqahw+fBhA/Urt3Llzb5xjamqKHTt2wNvbG/369UN6ejo2btzY7HuUl5dj+fLluHHjBpKTk/Hrr79i3bp1LcaWmJiIBw8eoKysDGVlZYiKimr9jfYgXt8jAOg+AQXQUHUAlI7F29u7yUfnvLy8Zs8JCQnBtGnTkJWVBQ8PD7mDW1tTq11QUABCCHMO5X8YGxsjPT290c/oPgGFrqgpTTJs2DD4+fm1OF27NbXa9+/fh0QiwYABA6Crq4u5c+fSR/u/eH2PIC8vD0KhEMbGxiqMiqJqqFBT2gVlarUfPXoEFxcXXLp0CQkJCcjLy8OGDRs6J9AuzsSJE1FRUYHff/8dQP2wCC8vL6irq6s4MooqoV4flHaBEIKUlBSsXr0aBgYGiIyMVPhcOgChMadOncL7778PfX19SCQSxMXFYfjw4aoOi6JCqFBT2pX8/HxYWlqitLQURkZGCp1DByC8yfPnz5GQkIBx48Y1OTqM0rugqY9OoKioCFwul8k9fv311xg/fnyPaA1uTa02HYDQMhYWFggICKAiTQFAqz46hX79+uHLL7/EunXrEBYWhp07dyI2NpYxPurO2NraIjAwENbW1pgxYwY2btzYqFZbW1v7jTmQsgEIoaGh4PF4Cg9AoFB6Laoywu5tiMViMnz4cOLm5kaWLVum6nDalYsXLxI7Ozuir69PZs2aRYqLiwkhpF0HIDTE29ubHDx4sMXj6AAESk+BCnUnsnPnTgKApKenqzqUbsuRI0cIgBaFuri4mBgYGJCvvvqKZGdnE2dnZxITE9M5QVIo7QzdTOwkKisrYWdnh+HDh0NPTw/h4eGqDqnb8erVK9jb28PQ0BDr169HcHBws8eGhoZi3759yMrKAovFQlRUFE6ePIkjR450XsAUSjtBNxM7iQ0bNmDcuHEIDw9HfHw8zp49q+qQuh2fffYZgoKCMGbMmBaPpQMQKD0JKtSdwL1793Dw4EH88MMP0NPTw/fff49ly5ahqqpK1aF1G2JjYxEdHY1t27YpdDwdgEDpSVCh7gRGjx4NgUAAS0tLAMD8+fORl5cHXV1dFUfWPaitrcU//vEP7N27t8WWdhl0AAKlJ0GFmtLl+eabb+Dm5gYfHx+Fz6EDECg9CVpHTenyHDt2DDweD4aGhgCA6upq/PHHH7h37x727NnT5Dlubm44fvw481rRAQgUSleEVn1QujwFBQWoq6tjXq9evRpjxoxBcHAw2Gx2k001JSUlGDhwIM6fP48JEyYgMDAQVlZW+Pnnnzs7fAqlzdAVNaXLM2DAgEav9fT0YGpqClNTUwwePBihoaEIDAxsdEzDAQhcLhe6urp09iCl20JX1JQeTU5OjkIDECiUrgwVagqFQuni0KoPCoVC6eJQoaZQKJQuDhVqCoVC6eJQoaZQKJQuDhVqCoVC6eJQoaZQKJQuDhVqCoVC6eJQoaZQKJQuDhVqCoVC6eL8P3polgIaCfOiAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 3))\n",
    "\n",
    "x = np.arange(1, 5)\n",
    "\n",
    "\n",
    "# \"plot3\"\n",
    "axes3d = Axes3D(fig, auto_add_to_figure=False)\n",
    "fig.add_axes(axes3d)\n",
    "# 柱\n",
    "for m in x:\n",
    "    axes3d.bar(np.arange(5) \n",
    "              , np.random.randint(10, 100, size=5) # 高\n",
    "              , zs=m     # 在x轴的第几个\n",
    "              , zdir='x' # 修正朝向\n",
    "              , width=0.6\n",
    "              , alpha=0.7\n",
    "              )\n",
    "    \n",
    "axes3d.set_xlabel('x')\n",
    "axes3d.set_ylabel('y')\n",
    "axes3d.set_zlabel('z')\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
